AI at Work — AI Agents, Skills & Tools
Agents, skills, guides, tools, and commands for ai at work — 314 curated resources for building with AI coding agents.
Analysis Reviewer
Use this agent to review a finished analysis for methodological errors before it ships — checking grain and double counting, join fan-out, rows silently dropped by filters and inner joins, sampling and truncation, null handling, time zone and date boundaries, numbers in the prose that disagree with the code's output, charts that mislead, and causal language resting on correlational evidence. Examples — 'review this notebook before I send the deck', 'the query and the summary disagree somewhere, find it', 'does this analysis actually support the conclusion it draws?'.
Annotation Evidence Reviewer
Review a supervised text-label adjudication packet for traceable excerpts, preserved independent responses and rule-supported resolutions; flag missing evidence without choosing final labels.
Entity Match Reviewer
Review an entity-match candidate ledger against supplied records and owner criteria; flag unsupported match decisions, conflicting fields and transitive contradictions without merging or identifying people.
Exit Ticket Reviewer
Review a draft exit ticket against educator-supplied objectives and taught material. Flag untaught facts, unclear prompts, mismatched answer keys and gaps in objective coverage; return revisions for educator judgment without grading learners or diagnosing ability.
Literature Screening Reviewer
Use this agent to audit a literature screening log against a supplied protocol and local abstracts or paper extracts: trace each eligibility judgment to criteria and source text, flag unsupported exclusions, identify unresolved eligibility, and record protocol drift. Review the log without searching the web or changing inclusion decisions.
OCR Fidelity Reviewer
Review supplied OCR text and readable source-page images for transcription fidelity. Flag changed characters, reading-order errors and unsupported proposed corrections with page/region evidence; do not interpret document meaning, guess unreadable text, certify authenticity or overwrite the source.
Study Card Reviewer
Review a draft flashcard set against supplied notes and stated learning targets. Identify unsupported answers, compound questions, duplicate targets and source conflicts in a card-by-card report; do not draft a new set, schedule practice or infer learner ability.
Design Systems Librarian
Use this agent to keep a design system's tokens, components, and documentation consistent with each other — finding hardcoded colors, spacing, and radii that should be tokens, components with no docs and docs describing variants that no longer exist, naming drift between token names, component names, and design-tool variables, and stale documentation — then reporting the drift with severity and a prioritized fix list. Examples — 'audit our design system for hardcoded values', 'which components are undocumented or documented wrong?', 'our token names and the Figma variables have diverged, show me where'.
Image Description Reviewer
Review still-image text alternatives against page purpose, verified visual evidence and source data; flag missing meaning, invented detail and chart-description conflicts without claiming conformance.
Storyboard Continuity Reviewer
Review storyboard frames or shot descriptions against an approved script and supplied continuity constraints. Flag omitted beats, changed actions, prop/character drift and timing assumptions in a shot-level report; do not rewrite the approved script, generate images or grant production approval.
Caption Reviewer
Review supplied caption text, timing and human listening notes against a named media version. Flag uncertain words, speaker/sound omissions and timing conflicts in an issue ledger; never claim to hear inaccessible audio, rewrite the source media or certify accessibility compliance.
Content Editor
Use this agent to edit marketing and editorial drafts (blog posts, landing pages, emails, social copy, newsletters) for clarity and brand voice while marking every unsourced claim, statistic, and superlative with a [CITATION NEEDED] or [VERIFY] tag and a one-line reason, never inventing a source, and returning the edited draft with a change log. Examples — 'edit this post before it goes to the client', 'tighten this launch email and tell me which numbers I need to back up', 'check this page copy against brand-voice.md and mark anything we cannot prove'.
Localization Copy Reviewer
Review paired source and translated marketing or help-document text for a specified locale against supplied terminology and style rules: flag lost meaning, negation, conditions, numbers, protected terms and ambiguous segments, with evidence-linked proposals for a human language reviewer.
Speech Cleanup Reviewer
Review original-versus-processed speech listening notes and a timed cleanup sheet for a supplied recording. Flag lost words, altered pronunciation, missing useful sound and unsupported keep decisions; do not claim to listen through a text-only tool, process audio or select a final master without a listener.
Contract Obligation Reviewer
Compare a prepared vendor-contract obligation register with supplied agreement and amendment text: flag missing qualifying language, unsupported dates or parties, unresolved cross-references, and unproven supersession. Return a source-linked review packet for qualified counsel; do not give legal conclusions or approve terms.
Interview Scorecard Reviewer
Review a draft interview scorecard against supplied job tasks: flag criteria lacking job evidence, vague behavioral anchors, inconsistent question coverage, and unsupported weights before interviews. Review the rubric only; never score, rank, infer traits about, or select candidates.
Procedure Exception Reviewer
Review a drafted workplace SOP against captured walkthroughs and supplied exception cases: identify absent branches, unmet prerequisites, unclear stop conditions, and unsupported recovery steps without executing or editing the procedure.
Project Handoff Auditor
Use this agent to review a prepared human-to-human project handoff against its local source files: find missing deliverables, unsupported completion claims, unclear ownership, stale or conflicting decisions, and questions the receiving teammate cannot resolve from the packet. Report evidence and fixes without editing the packet.
Support Answer Auditor
Review prepared customer-support answer cards against supplied policy versions and applicability rules: flag unsupported promises, omitted eligibility conditions, contradictory answers, and missing escalation boundaries before the library is approved.
Survey Design Reviewer
Use this agent to review a draft customer survey before collection: check leading wording, double-barreled questions, missing response options, inconsistent scales, unsupported recall periods, and whether each question can answer the stated research objective. Return an annotated review and proposed rewrites without changing the survey.
Technical Cofounder
Use this agent when a non-technical founder needs an app built by an AI app builder or coding agent reviewed for the problems that hurt founders: missing login and permission checks, secrets committed to the code, customer data visible to the wrong users, surprise cloud and API bills, vendor lock-in, no backups, and no tests. It explains each finding in plain language with a severity and the question to ask an engineer. Examples — 'look over what Lovable built before I launch', 'is this Supabase app safe for real customer data', 'what will bite me if I ship this Claude Code project'.
RFP Completeness Reviewer
Review a prepared RFP submission against supplied requirements, addenda and attachment rules: find unanswered subparts, omitted documents, unproven exceptions, contradictory IDs and submission-rule gaps. Return an evidence-linked completeness review without drafting sales claims or submitting a bid.
Sales Engineer
Use this agent to review the technical asks a prospect has put in front of a deal — security questionnaires, integration and API requirements, SSO and provisioning, SLA and uptime demands, data residency and retention terms, custom feature requests — and separate what the product does today from what needs engineering, with evidence for each verdict from the product's own docs and code. It writes the answer language a rep can safely send, and flags the commitments nobody should make without Engineering, Security, Legal, or Finance signing off. Examples — 'they want SSO, SCIM and EU data residency, what can we say yes to', 'review this integration requirements doc before Thursday's technical call', 'they are asking for a 99.99% SLA and two-hour breach notification, tell me what we cannot commit to'.
Analysis Memo Writer
Turn findings and figures you supply into a stakeholder writeup with a fixed spine: headline finding, what the number is and what it is not, method in three lines, a mandatory caveats and limitations section, what would change the conclusion, and one recommended next step. Never invents a figure and never upgrades a correlation into a cause. Use when the analysis is done and has to survive being read by someone who was not in the query.
Chart Chooser
Pick the chart for a stated question and data shape and defend the choice: the recommendation, the reasoning, the alternatives rejected and why each fails this question, encoding rules for axis baseline, sorting, color, and labels, and generated code in the plotting library you name. Use when you know what you want the chart to say and need the one form that says it, not a gallery.
Dataset First Look
Turn a pasted CSV header with sample rows, a pasted table, or an attached data file into a fixed plain-language profile: shape, column inventory with inferred types, null and blank patterns, cardinality, suspicious columns, duplicate-key risk, outliers worth a look, and the questions to settle before analyzing. Use when a dataset just landed and you need to know what you are holding before you write a query.
Entity Match Candidate Ledger
Build a field-evidence ledger for proposed duplicate or cross-source record pairs, preserving source keys, original values and match/different/unresolved owner decisions without merging records.
Spreadsheet Formula Auditor
Audit pasted spreadsheet formulas or a described model for the errors that survive review: hardcoded values buried inside formulas, ranges that drift or truncate, one cell in a row that does not match its neighbors, circular references, sign errors, IFERROR masking a real failure, and volatile functions, returned as a fix list ordered by how much money the error moves. Use before a model that carries a real decision leaves your hands.
SQL Explainer
Walk through a pasted SQL query in execution order in plain language: what each step does, the grain of the result, where a join can fan rows out, which filters silently drop rows, and a ranked list of what could be wrong. Comprehension only, not performance tuning. Use when you inherited a query, are reviewing one before trusting its numbers, or have to explain it to someone who does not read SQL.
Annotation Disagreement Ledger
Build an adjudication ledger from conflicting supervised text-label responses, preserving original reviewer labels, exact excerpts, task-rule versions and unresolved owner decisions.
Annotation Task Spec Builder
Specify the record and annotation-interface contract for an owner-defined supervised text-labeling task: approved label IDs, input text, model suggestions, human response fields and abstain handling.
Research Evidence Extractor
Extract a structured study evidence table from supplied paper text or readable research excerpts using a user-defined column schema: record study and source IDs, methods, population, outcomes, units, time points, source locations, and missing data. Use after papers have been selected and before synthesis; do not search for papers, decide eligibility, compute pooled effects, or draft conclusions.
3D Asset Handoff Sheet
Build a 3D asset handoff sheet from supplied export metadata, target-app technical reports and human viewer notes, preserving mesh/UV/material versions and untested checks.
Component Spec Writer
Turn a component screenshot or written description into a developer handoff spec covering anatomy, variants, states, a props table with types and defaults, behavior, responsive rules, edge cases, accessibility notes for an auditor to verify, and open questions, keeping what the artifact shows separate from what was inferred and turning every gap into a question instead of a plausible default. Use when a component is going to engineering and the design file is the only documentation that exists.
Design Brief Writer
Turn a messy design request you paste in (a Slack thread, an email chain, meeting notes, a ticket) into a one-page design brief: goal, audience, constraints, success criteria, scope and non-goals, references needed, open questions, and timeline placeholders, with every item the source did not state marked as an inference and no constraint or deadline invented. Use when a request has arrived in fragments and the brief has to exist before design work starts.
Design Critique Checklist
Critique an attached screenshot or a described screen against a fixed seven-part checklist (visual hierarchy, spacing and alignment, typography, color and contrast as observed, empty, loading, and error states, consistency, and copy) and return findings in one set report format, each with a location, a severity, and a suggested fix, deferring every WCAG measurement to an accessibility audit. Use when you want a repeatable design review of a screen that reads the same from one round to the next.
Design Token Extractor
Read a screenshot, a pasted stylesheet, or a written component description and produce a design token set as W3C DTCG-style JSON, with colors, a type scale, spacing, radii, and shadows grouped and named, followed by a notes list saying which values were read exactly, snapped to a scale, or estimated by eye. Use when a design exists only as pixels or ad-hoc CSS and you need a named token set to start from.
Image Description Draft
Draft purpose-specific still-image text alternatives from supplied verified visual observations and page context, separating short alt text from complex-image long-description needs.
Storyboard Shot Brief
Convert an approved short script into a shot brief with stable beat IDs, action, dialogue, composition, continuity constraints and proposed duration. Use before storyboard image generation; do not write a new script, create final art or approve a production.
UX Copy Reviewer
Review a set of interface strings you paste in (buttons, labels, empty states, errors, confirmations, tooltips) as one set rather than one at a time, checking clarity, term consistency across screens, error and empty-state quality, whether each action label matches what happens, and length against any limits you supply, and returning a verdict and a rewrite per string without inventing a product fact the strings do not contain. Use when microcopy has accumulated across a product and nobody has read it end to end.
Contract Obligation Register
Extract a draft vendor-contract obligation register from supplied agreement text with parties, duties, triggers, timing wording, conditions, exceptions, cross-references and exact section evidence. Use to prepare a qualified reviewer’s packet; do not interpret enforceability, choose controlling terms, or invent deadlines.
Decision Log Reconciler
Reconcile an existing business-project decision log with supplied dated notes and change records: connect decisions to evidence, preserve explicit supersession links, separate accepted choices from proposals, and list contradictions awaiting an owner. Use when project records disagree about what was decided; do not write an architectural ADR or create meeting minutes.
Exit Ticket Builder
Draft a short exit ticket from educator-approved learning objectives and taught material, mapping each question to an objective with an answer key and evidence. Use for low-stakes instructional feedback; do not grade student submissions, diagnose needs or invent curriculum standards.
OCR Correction Ledger
Build a proposed OCR correction ledger from a fixed OCR text copy and readable source-page images or human-verified image notes, preserving original spans, Unicode offsets, replacements, locators and unresolved status. Use before a reviewer creates a corrected copy; do not extract business conclusions or alter original scans.
Process to SOP
Convert supplied workplace walkthrough notes or readable process captures into one draft SOP with sourced steps, explicit inputs and outputs, observed branches, stop conditions, and an owner review queue. Use after a real process has been captured; do not invent policy or write an incident runbook.
Source Concept Map Builder
Build a concept-node and relationship table from supplied document passages for one focal question, preserving source locations and contested edges before an AI mind map is drawn.
Support Answer Card Builder
Draft one reusable customer-support answer card per supplied policy question, with approved source locators, applicability, required facts, concise answer wording, exclusions, and an escalation boundary. Use when turning documented policies into an answer library; do not invent policy or send replies.
Asset Metadata Review Ledger
Map AI-suggested media catalog tags to a supplied controlled vocabulary and asset-version evidence, returning accept/reject/unresolved rows without inferring identities or usage rights.
Brand Voice Profiler
Derive a reusable brand voice guide from five to ten writing samples you paste in: tone axes scored with quoted evidence, use and avoid vocabulary, sentence rhythm, formatting habits, dos and don'ts, three before/after rewrites, and a rules block ready to paste into a SKILL.md, with every rule traced to a sample and disagreements between samples flagged instead of averaged. Use when your team writes in a recognizable voice that nobody has written down, or the guide you have was never derived from what you actually publish.
Caption Correction Ledger
Build a caption correction ledger from supplied caption text and verified listening notes, preserving cue IDs, original wording, proposed wording, timing, evidence and unresolved decisions. Use after automatic transcription and before a human approves edits; do not translate, clip or publish media.
Content Repurposer
Turn one long-form piece you paste in (an article, transcript, webinar summary, or case study) into four channel-ready derivatives, an X thread, a LinkedIn post, a newsletter section, and a short-video script, each inside its channel's length and format limits, with every claim and number carried over exactly as written and any statistic the original does not source flagged instead of repeated as fact. Use when a finished piece has to go out on several channels and the derivatives must say only what the original says.
Email Sequence Drafter
Draft a four-to-six email sequence from a goal, an audience, and the product notes you paste in: a send-timing table, one job per email, three subject-line variants per email with character counts, a formatted and a plain-text version of each message, every product claim traced to your notes, and a compliance footer placeholder on every email. Use when a welcome, onboarding, launch, or nurture sequence has to be written from what the product actually does rather than from what a template assumes.
Landing Page Copywriter
Draft landing-page copy from an offer, an audience, and the proof points you actually have, as a complete section set (hero, problem, solution, how it works, proof, pricing framing, FAQ, and three CTA variants) in PAS or AIDA, with a [PROOF NEEDED] marker wherever a testimonial, number, or logo would normally sit but was not supplied. Use when a page needs first-draft copy and you would rather see the gaps than have them filled with invented social proof.
Localization Glossary Builder
Build a draft bilingual terminology glossary from supplied source-target samples and product references: retain term IDs, approved equivalents, protected strings, context, disallowed variants and unresolved translations. Use before reviewing localized marketing or help copy; do not translate a whole document or invent approved terms.
Seo Content Brief Writer
Write an SEO content brief from a target keyword plus the SERP notes and competitor outlines you paste in: search intent with evidence, an angle the ranking pages under-serve, an H2/H3 outline, the entities and questions to cover, internal-link placeholders, a length-checked meta title and description, and a word-count target explained by the SERP rather than a rule of thumb. Use when a writer or a coding agent needs a brief before drafting an article and you do not want search volumes, difficulty scores, or rankings invented.
Speech Cleanup Review Sheet
Build a timed original-versus-processed speech cleanup review sheet from supplied listener observations, preserving variant IDs, intelligibility concerns, decisions and reviewer evidence. Use after processing a recording; do not transcribe, synthesize voices, edit audio or publish a master.
Competitor Teardown
Build a structured teardown of one competitor from the pages, screenshots, and pricing text you paste in: positioning, target customer, pricing model, a feature table with evidence, and the wedge opportunities where you could win, with every unknown flagged as something to research rather than guessed. Use when sizing up a competitor before a PRD, a pitch, or a pricing decision and you want an analysis grounded only in what they publish.
Feedback Codebook Designer
Design a versioned coding codebook for recurring customer-feedback classification from a supplied pilot sample: define one code per job with inclusion rules, exclusions, verbatim examples, boundary cases, and an unresolved bucket. Use before labeling support tickets or survey comments, or when a feedback taxonomy has overlapping labels; do not synthesize interviews or rank product priorities.
Investor Update Writer
Draft a monthly investor update from the metrics and notes you paste: a three-line TL;DR, a metrics table with month-over-month deltas computed only from the numbers you supplied, wins, misses stated with their numbers, explicit asks, and a runway note. Never fills in a figure you did not give. Use when the update is due, the raw numbers are in a spreadsheet export or a scratch doc, and you want a draft that is honest about the misses.
Job Scorecard Builder
Draft a pre-interview job scorecard from supplied role tasks and human-selected priorities: map each criterion to task evidence, write observable three-level anchors and interview prompts, and preserve unresolved weighting choices. Use before interviewing; do not assess or rank candidates.
Mvp Scope Cutter
Cut a feature list or PRD down to a ruthless version one: a keep / cut / later table with a one-line reason per row, plus the single smallest thing you could build to test the riskiest assumption. Use when first-release scope keeps growing, when an AI app builder session has produced more features than you can validate, or before you commit money or engineering time to a build.
Prd Writer
Turn a founder's raw idea, voice-memo transcript, or scattered bullet points into a product requirements document with a fixed section order: problem, users, jobs-to-be-done, scope, non-goals, success metrics, open questions, and risks. Use when an idea needs to be written down in a form a cofounder, contractor, or AI coding agent can build from, and it is not yet a document.
Survey Path Test Builder
Build a survey-paths.json test packet from approved single-choice question IDs, complete answer-to-destination rules and named endings; preserve missing routes for owner resolution.
User Interview Synthesizer
Synthesize one or many customer interview transcripts or call notes into themes with participant counts, verbatim representative quotes, jobs-to-be-done statements, contradictions between what people said and did, and the questions to ask next. Never invents, merges, or rewords a quote. Use after a batch of discovery calls when the notes are piling up and you need to know what people actually said before deciding what to build.
Cold Email Deliverability Auditor
Audit a cold email program's sending setup and message body against the things that decide whether mail reaches an inbox: SPF, DKIM and DMARC records with their alignment and policy, the DNS lookup limit, a separate sending domain versus the primary corporate one, domain age and warmup state, list hygiene with bounce and complaint exposure, spam-trigger language, link and image ratio, unsubscribe presence, and the volume ramp per mailbox. Findings come back by severity with the concrete fix and the order to apply them. Use when a sending domain is new, replies have collapsed, or nobody has checked the DNS records, the list, and the copy in the same sitting.
Crm Export Auditor
Audit a CRM CSV export for the data faults that make every report built on it wrong: exact and near-duplicate accounts and contacts, close dates already in the past on open deals, deals with no activity in the last N days, blank required fields by stage, single-threaded deals carrying one contact, records with no owner or a departed one, stage and amount combinations that contradict each other, and currency, date and country formats that drift between rows. Returns a fix list ordered by how much each fault distorts a reported number, with the record IDs to correct and which fixes are safe to apply in bulk. Use when a pipeline number is disputed, when a migration or a dedupe is being planned, or when nobody has checked the export the forecast is built on.
Outreach Claim Checker
Check every factual and personalization claim in a drafted outreach email, or a batch of them, against the research the draft was written from: funding rounds, job titles and recent moves, tech stack, headcount, product launches and press, and named mutual connections. Each claim is marked sourced with the line that supports it, unsourced, contradicted, or stale, then unsupported specifics are cut or narrowed to what the research actually says, and every email leaves with a send, fix, or hold verdict. A source is never invented and never inferred. Use when outreach was personalized from AI or analyst research and nobody has verified the details before it reaches a prospect.
RFP Requirement Mapper
Turn supplied RFP instructions and explicit addenda into a draft atomic compliance matrix: preserve requirement IDs and wording, split subparts visibly, map response/evidence locators, and flag missing mandatory or exception authority. Use before assembling a bid; do not write persuasive answers or invent compliance claims.
Security Questionnaire Responder
Draft answers to a prospect's security questionnaire — a SIG, a CAIQ, a VSA, or a custom spreadsheet — strictly from the documents the company supplies: the SOC 2 report, the DPA, the subprocessor list, a penetration test summary, architecture and access-control notes. Every answer is tagged sourced with the document and section it came from, needs-review, or not-applicable with the reason, and a control that appears in no document is left unanswered rather than asserted. Anything touching contractual terms, breach-notification windows, data residency, roadmap dates, or an exception is routed to Legal or Security by name. Use when a deal is blocked on a questionnaire and every answer has to survive an auditor reading it back.
Study Card Builder
Draft source-grounded study flashcards from approved notes for one stated learning goal, with question, answer, exact evidence quote, source locator and unresolved status. Use before learner review; do not generate classroom assessments, final grades or a study schedule.
Review AI Duplicate-Record Candidates Before Merging
Separate duplicate-record candidate generation from human match decisions, retaining source keys and field evidence before any merge.
How to Check an AI Data Analysis Before You Trust It
Eight ways an AI-generated analysis goes wrong, the specific check that catches each one, and a copyable checklist to run before a number ships.
Claude Code for Data Analysts: Notebooks, SQL, and CSV Work Without a Data Engineer
Run analysis work in Claude Code: an analysis repo with CLAUDE.md, a CSV profiling pass, a pandas loop, a read-only warehouse query, and permission rules.
Anthropic's Data Plugin for Claude: Every Skill Explained
Every skill in Anthropic's open-source data plugin for Claude Cowork and Claude Code, the warehouse connectors it expects, the install commands, and its gaps.
Claude for Data Analysis: The Complete 2026 Guide
The four surfaces where Claude touches data, what the code execution sandbox really is, how an AI analysis fails silently, and the checks that catch it.
Claude for Excel: What It Does, Where It Fails, How to Use It
Install it from AppSource, learn which Excel builds are supported, use cell-level citations, and apply the review discipline before a workbook leaves your desk.
Claude Skills for Data Analysts: 5 to Upload Today
Five portable skills that make Claude behave like a careful analyst: first look, chart choice, memo writing, SQL explanation, and formula auditing.
Link Records Across Datasets with AI-Assisted Review
Build a cross-source entity crosswalk that preserves both record keys, unresolved candidates and cardinality decisions without silently joining or merging data.
Text-to-SQL with Claude: A Safe Read-Only Postgres Setup
Set up text-to-SQL with Claude on Postgres safely: a read-only role, an MCP server in read-only mode, schema and metric context, and a two-way check.
Which Claude Plan (and Model) Should a Data Analyst Pay For?
A decision guide by situation: occasional CSV work, daily Excel modeling, Claude Code against a warehouse, or a team sharing a Project. No prices.
Base44 vs Lovable: Which AI App Builder for Non-Technical Founders?
Base44 vs Lovable for non-technical founders: Base44's all-in-one managed backend and hosting versus Lovable's Supabase stack with GitHub sync. Verdict first.
The Best AI Image Generators in 2026 (for Design Work)
AI image generators compared for design work in 2026: text rendering, vector output, style control, commercial licensing, API access, and pricing model.
The Best AI Sales Tools in 2026
Ten AI sales tools re-verified in September 2026: what each one does, whether Claude can connect to it, and how the AI is metered apart from the seat.
The Best AI Tools for Data Analysts in 2026
The AI tools data analysts actually use in 2026: assistants that run code, spreadsheet add-ins, notebooks, text-to-SQL, and agents in the terminal.
The Best AI Tools for Designers in 2026
The AI tools designers actually use in 2026: prototyping, websites, image generation, decks, design-to-code, and design systems, with a verdict per category.
The Best AI Tools for Founders in 2026
The AI tools founders run a company on in 2026: assistants, app builders, agents and automation, decks and docs, and building, with a verdict per category.
The Best AI Tools for Marketers in 2026
The AI tools marketers run a content program on in 2026: assistants, writing, SEO, research, decks, video, and automation, with a verdict per category.
The Best AI Writing Tools in 2026
Six AI writing tools compared by job: long-form, ad copy, email, and writing inside Docs or Word. Jasper, Copy.ai, Claude, ChatGPT, Gemini, and Copilot.
The Best Text-to-SQL Tools in 2026
Text-to-SQL tools compared on how they ground the model in your schema, what accuracy really means, read-only safety, deployment, licensing, and pricing model.
ChatGPT Projects vs Claude Projects for Teams
Compare shared AI project context in ChatGPT and Claude, then build a team brief with clear instructions, source ownership, and a review process.
ChatGPT vs Claude for Data Analysis
ChatGPT vs Claude for data analysis, compared on sandbox behavior, file limits, Excel add-ins, chart output, citations, warehouse access, and verification.
Claude Design vs Figma Make: Which Prompt-to-Prototype Tool?
Claude Design vs Figma Make compared on what each makes, plan and seat requirements, design-system input, refinement, export, and handoff to code.
Claude vs ChatGPT for Writing and Marketing Copy
Claude vs ChatGPT for writing, compared on voice control, document creation, research grounding, collaboration, brand-voice enforcement, and agentic work.
Clay vs Apollo: Which GTM Data Tool in 2026?
Clay vs Apollo compared on what each actually is, the two-meter versus one-seat pricing shape, the MCP surface Claude can drive, and the fine print on credits.
Lovable vs Claude Code: Builder or Agent?
Lovable vs Claude Code for founders: the chat app builder that gives you a working product versus the coding agent that changes a real codebase. Verdict first.
Microsoft 365 Copilot vs ChatGPT for Work
Compare Microsoft 365 Copilot and ChatGPT for workplace tasks by source access, app context, deliverables, and a practical team pilot.
Surfer vs Clearscope: Which SEO Content Tool in 2026?
Surfer vs Clearscope compared on the content editor, briefs, audits, AI writing, AI-visibility tracking, integrations, and pricing model, with a verdict first.
Adjudicate AI-Assisted Text Labels with an Evidence Ledger
Resolve disputed text labels by preserving each response, source excerpt and task-rule version rather than accepting the model or majority automatically.
Prelabel a Text Dataset with AI Without Replacing Review
Prepare a small supervised text-labeling batch with separate model suggestions and human responses, using stable record IDs and an approved task specification.
Review AI Alt Text in the Context of Its Page
Draft image text alternatives from actual image evidence and page purpose, then review informative, decorative and functional uses before publishing.
Draft AI Chart Long Descriptions from Verified Data
Review a chart-description draft against the frozen source table, actual visual observations and its implemented page placement.
Create an AI Explanatory Diagram from Approved Text
Choose a diagram that preserves the relationships in approved text, then inspect labels, arrows and the exported visual before reuse.
Plan an AI Storyboard from an Approved Script
Map an approved script into AI-assisted storyboard shots with beat IDs, visual constraints, continuity checks and a human review before production.
Claude Code for Designers: Prototype in Code Without Becoming an Engineer
Why a designer opens a terminal agent, how to set it up safely, connecting Figma, a CLAUDE.md for a design-system repo, and three workflows with prompts.
Claude Design: The Complete Guide (2026)
What Claude Design makes, how it ingests your design system, the three editing modes, every export and handoff, and where it stops. Written for designers.
Anthropic's Design Plugin for Claude: Every Skill Explained
Every skill in Anthropic's open-source design plugin for Claude Cowork and Claude Code, the connectors it expects, the install commands, and what it leaves out.
Claude Skills for Designers: 5 to Upload Today
Five Claude skills for designers: brief, critique, token extraction, component spec, and UX copy review. What each returns, a prompt for each, and upload steps.
Figma to Code with Claude Code and the Figma MCP Server
Connect Figma's MCP server to Claude Code and turn a selected frame into a component that uses your real design tokens and your existing components.
Maintaining a Design System with Claude Code
Tokens, components, docs, and the Figma file drift apart within weeks. A repo layout, CLAUDE.md rules, and three Claude Code jobs that catch it every week.
Review AI-Generated 3D Meshes Before Asset Handoff
Evaluate an AI-generated mesh against a named target app and supplied asset requirements, using real inspection reports and human view checks.
Review AI PBR Texture Imports Against the Target Material
Check an AI texture set in its actual target material setup, preserving map roles, UV information and viewer evidence before approving the asset.
Which Claude Plan Should a Designer Pay For?
A decision guide by situation: solo prototyping, a team sharing one design system, heavy Design and Cowork use, or an agency. Plan names, no prices.
Build an Interview Scorecard with AI from Job Evidence
Build an interview scorecard with AI using approved job tasks, observable competencies, shared questions, rating anchors, and human rubric review.
Automating Startup Ops Without Engineers: Cowork, n8n, Zapier Agents, Lindy
Four ways to automate startup ops without an engineer: Claude Cowork, n8n, Zapier Agents, and Lindy compared, with a worked example each and the approval step.
Build an MVP with Claude Code: Idea to Deployed App in a Weekend
A non-developer's weekend plan for an MVP with Claude Code: one-page spec, a boring stack, tests as you go, Supabase for auth and data, Vercel to deploy.
Claude Code for Non-Developers and Founders: The Complete 2026 Guide
What Claude Code actually is in plain language, why non-developers use it, how permissions and CLAUDE.md work, and the first three tasks a founder should try.
Claude for Founders: Which Claude Product for Which Job
A surface map for founders: when to use claude.ai, Claude Design, Cowork, Claude Code, Claude for Excel, and Claude in Chrome, with a job-to-product table.
Claude Skills for Founders: 5 to Upload Today
Five Claude skills built for founders (PRD, MVP scope, interview synthesis, competitor teardown, investor update), how to upload them, and a prompt for each.
When Your Lovable or Bolt App Outgrows the Builder
Signs your Lovable or Bolt app has outgrown its builder, how GitHub sync gives you a repository, and what to audit first with Claude Code: auth, secrets, RLS.
Which Claude Plan (and Model) Should a Founder Pay For?
A decision guide by situation: solo pre-product, an MVP build with Claude Code, ops with Cowork, or a small team. Plan names and model choice, no prices.
What Is Claude Cowork? The Complete Guide for Non-Developers
Claude Cowork explained for non-developers: what the desktop agent does with your files and apps, how it differs from chat and Claude Code, plans, and safety.
Anthropic's Knowledge-Work Plugins: Every Role Plugin, Explained
Every Anthropic knowledge-work plugin for Claude Cowork and Claude Code cataloged: what each role plugin bundles, the install commands, and how to fork one.
Claude Free vs Pro vs Max vs Team (2026): Which Plan Unlocks What
Every Claude plan compared as of September 2026: prices, usage tiers, and which plan unlocks Claude Code, Cowork, Design, Excel, Chrome, projects, and models.
Test AI Asset Search with Known Asset Examples
Evaluate asset discovery with a small set of known examples, expected exclusions and reviewed results before relying on natural-language catalog search.
Does AI-Written Content Rank in 2026? What Google Actually Says
What Google's own documentation says about AI-generated content in 2026: what it rewards, what scaled content abuse is, how AI features cite, and a checklist.
Review AI Digital Asset Metadata with a Controlled Vocabulary
Review AI-suggested asset tags against a supplied vocabulary, original asset versions and human visual observations before changing a catalog.
Review AI Localization with a Glossary and Source-Target Checks
Review AI-translated copy with a source-target register, approved terminology, protected placeholders, contextual checks, and qualified language review.
Build a Brand-Voice Skill for Claude (and Upload It Anywhere)
Turn 5-10 samples of your copy into a SKILL.md brand-voice skill, then upload it to claude.ai, install it in Claude Code, use it in Cowork, and test it.
Claude Code for Marketers: The Complete 2026 Guide
Why a marketer would open a terminal agent, when claude.ai or Cowork is the better tool, a CLAUDE.md for a content repo, five workflows, and what goes wrong.
Claude for Marketing Teams: claude.ai, Cowork, Claude Design, and Connectors
A surface map for marketing teams: which Claude product to open for brand context, asset folders, recurring reports, decks, CMS chores, and connectors.
Anthropic's Marketing Plugin for Claude: Every Skill and Command Explained
Every skill in Anthropic's open-source marketing plugin for Claude Cowork and Claude Code, its connectors, the install commands, and how to fork it.
Claude Skills for Marketers: 6 to Upload Today
Six Claude skills for marketers (brand voice, SEO brief, repurposing, landing page, email sequence, documents), how to upload them, and a prompt for each.
An SEO Content Workflow in Claude Code: Brief, Draft, On-Page Check
A repeatable SEO content workflow in Claude Code: a content repo with CLAUDE.md, SERP research over Exa and Firecrawl MCP, a brief, a draft, and on-page checks.
Which Claude Plan Should a Marketer Pay For?
A decision guide by situation: solo content marketer, a small team sharing brand context, heavy Cowork and Claude Design use, or an agency. No prices.
Build an RFP Compliance Matrix with AI and Evidence
Build an RFP compliance matrix with AI that maps every requirement to source text, approved evidence, response locations, owners, and unresolved gaps.
Claude Code for Revenue Ops: Connectors, CRM Audits, and the Fine Print
Running Anthropic's sales plugin in Claude Code: wiring MCP connectors, auditing a CRM export, and the vendor terms that decide what you may connect.
Claude for Sales Teams: The Surface Map
Which Claude surface a sales team should actually open: Anthropic's free sales plugin, claude.ai Projects, Cowork, Claude Code, and MCP connectors.
Inside Anthropic's Sales Plugin for Claude: All Nine Skills
A per-skill breakdown of Anthropic's sales plugin for Claude: what each of the nine skills produces, how you trigger it, and where it falls down.
Claude Skills for Sales: The Set Worth Installing
The Claude skills a sales team should install: Anthropic's nine official ones, plus four of ours that verify and audit what the official set writes.
How to Research a Prospect with Claude (and Verify It Before You Send)
A step-by-step prospect research workflow in Claude: run account-research standalone, add an enrichment connector, draft the email, then verify every claim.
Which Claude Plan Should a Sales Team Pay For?
Which Claude surface a sales team needs — Cowork for the plugin, Projects for account context, connectors, Claude Code for ops — and where the numbers live.
Review OCR Text Against the Original Scan
Review OCR text beside source scans, preserve exact wording and document uncertain characters in a correction ledger before producing a corrected copy.
Review AI Captions Before Publishing
Review AI-generated captions against recorded speech, speaker changes and meaningful sounds, then check a separate timing file before publication.
Review AI Speech Cleanup Against the Original
Compare an AI-cleaned voice recording with the original using timed listening notes, intelligibility checks and a clear keep, retry or rerecord decision.
Build an AI Customer Support Answer Library You Can Check
Build an AI support answer library with source-backed answer cards, eligibility limits, escalation rules, and checked customer-question test cases.
How to Research Documents with AI and Verify Citations
Turn a set of documents into a defensible AI research brief with a source register, conflict table, citation checks, and clear unanswered questions.
How to Summarize an Email Thread with AI and Draft a Reply
Use AI to reconstruct a long email thread, distinguish current decisions from old requests, identify open questions, and draft a reply for review.
Draft AI Exit Tickets from Lesson Objectives
Draft short AI-assisted exit tickets from taught material, map each prompt to a learning objective, and review the answer key before classroom use.
AI Literature Review Workflow: Screen, Extract, and Verify
Use AI for a literature review with explicit eligibility criteria, study-level evidence tables, source locations, and checks for missing or conflicting data.
AI Meeting Notes: Turn Transcripts into Decisions and Action Items
Use AI to turn a meeting transcript into clear minutes, with evidence for decisions, confirmed owners, unresolved questions, and a reviewable action list.
Create an AI Presentation from a Report: A Reviewable Workflow
Turn a business report into an AI-assisted presentation with a claim-to-slide map, source checks, speaker notes, and a finished-deck review.
Create an AI Project Handoff Another Teammate Can Use
Create a project handoff with AI that preserves source files, current decisions, open questions, owners, and an acceptance check for the next teammate.
Create Standard Operating Procedures with AI from a Real Workflow
Create an SOP with AI from captured steps, explicit prerequisites, exception paths, and a teammate walkthrough that checks the procedure.
Build AI Study Cards from Your Notes
Turn approved notes into checked AI study cards with one learning target, source quotes, unresolved questions and a learner review before practice.
Plan AI Survey Branching Before Building the Form
Turn approved survey questions and routing rules into an explicit branch table, with stable IDs and unresolved paths before an AI form builder runs.
Prepare a Vendor Contract Review Packet with AI
Prepare a vendor contract review packet with AI that preserves clause evidence, conditions, obligation dates, missing documents, and reviewer questions.
Analyze Customer Feedback with AI: Themes You Can Check
Analyze customer feedback with AI using a source register, a reviewed codebook, distinct customer counts, and examples that preserve context.
Build a Source-Grounded AI Mind Map
Turn a bounded document set into a reviewed concept hierarchy with evidence for each branch and visible unresolved relationships.
Test AI Survey Logic with Known Response Paths
Create complete response-path cases for an AI-built survey, check a local route model, then preview the actual form before collection.
ABBYY FineReader PDF
ABBYY FineReader PDF applies AI-based OCR to scans and PDFs, with a Windows OCR Editor for checking recognized text against the source image.
Adobe Podcast
Adobe Podcast offers browser recording and editing plus AI Enhance Speech for reducing noise in voice recordings, with free and premium access.
Alttext AI
Evaluate AltText.ai drafts against inspected observations, page purpose, correction notes and the actual publishing review process.
Apollo
Apollo pairs a 240M+ contact database with outbound sequencing in one seat, and its MCP server is the most agentic thing about it.
Argilla
Evaluate Argilla for a supervised text task with separately preserved suggestions, human responses and decision evidence.
Attio
Attio is a developer-extensible CRM with a user-defined data model, agents that research and act on records, and a live MCP endpoint for Claude.
Base44
A Wix-owned AI app builder that turns a plain-English prompt into a working web app with database, auth, and hosting built in.
Be My Eyes
Evaluate Be My Eyes for a personal picture question, recording useful clarification, remaining uncertainty and independent evidence for consequential details.
Boords
Boords uses AI to turn scripts into storyboard structure and image prompts, with frame notes and timed animatic previews for production planning.
Bubble
A full no-code platform for web and native mobile apps with its own database, visual workflow logic, and AI generation from a prompt.
Bynder
Bynder centralizes digital assets and offers AI-assisted metadata and discovery, including image search and similarity-based asset finding.
Canva
A design platform whose Magic Studio and Canva AI features generate designs, copy, and edits on top of your brand kit, across web, desktop, and mobile.
Chatgpt
OpenAI's general-purpose AI assistant for chat, research, and finished documents, with Projects, memory, plugins, and a Work mode for multi-step tasks.
Claude Cowork
Anthropic's agent for knowledge work that completes multi-step tasks in your folders, connectors, and browser, on desktop, web, and mobile.
Claude Design
An Anthropic Labs tool for making prototypes, decks, and one-pagers with Claude, using your design system, with PPTX, PDF, HTML, and Canva export.
Claude For Chrome
Anthropic's Chrome extension that lets Claude read pages, click, fill forms, and run tasks in your signed-in browser, with site permissions and action checks.
Claude For Excel
Anthropic's Excel add-in that explains, edits, debugs, and builds spreadsheet models in place, with cell-level citations, on paid Claude plans.
Claude
Anthropic's AI assistant app for web, desktop, and mobile, with Projects, connectors, Artifacts, skills, memory, and code execution.
Clay
Clay is a GTM data workbench where every table column runs an enrichment step, with Claygent research agents and a Claude connector listing seven tools.
Clearscope
A content optimization platform that grades drafts against top-ranking pages, discovers queries, tracks AI-answer mentions, and monitors published pages.
Close
Close is an all-in-one CRM for high-velocity inside sales that bundles calling, SMS and email into the record, plus Chloe, an autonomous voice agent.
Copy AI
A go-to-market AI platform that codifies sales and marketing processes as Workflows, Agents, and Tables on top of a Brand Voice and Infobase.
Databricks Genie
Databricks' conversational analytics layer: Genie Agents answer natural-language questions over Unity Catalog data using curated instructions and SQL.
Dedupe
Evaluate Dedupe through an owner-reviewed matching pilot with known pairs, preserved source keys, candidate coverage checks and unresolved cases.
Deepl
DeepL provides AI translation for text and documents, with preferred-term glossaries and paid options for team translation and customization workflows.
Deepnote
A collaborative data notebook whose AI agent edits and runs your blocks, with data apps, a semantic layer, and integrations across warehouses and BI tools.
Descript
A video and podcast editor where you edit by editing the transcript, with Underlord, an AI co-editor, Studio Sound, AI voices, dubbing, and clip creation.
Dovetail
Dovetail organizes customer research and feedback with AI transcription, project summaries, searchable evidence, and channels for recurring signals.
Elicit
Elicit supports academic research with a Research Agent, research reports, and a structured workflow for screening papers and extracting evidence.
Emergent
An agentic AI app builder that plans, codes, tests, and deploys full-stack web apps and Expo mobile apps from a chat prompt.
Figma Make
Figma's prompt-to-app tool: describe an idea or paste a design and get a working, code-backed prototype you can keep editing inside Figma.
Fireflies
Fireflies joins Zoom, Meet and Teams calls, transcribes them, and turns transcripts into searchable notes, action items and CRM records for sales teams.
Framer AI
A website design tool with AI agents that generate editable pages, wireframes, CMS content, and code components, then publish to hosting Framer runs.
Gamma
An AI design partner that turns a prompt or a document into presentations, docs, websites, and social posts, with an Agent for edits and a credits-based plan.
Gemini
Google's Gemini app, a general-purpose AI assistant with Deep Research, Gems, Canvas, and direct integration into Gmail, Docs, Sheets, and Workspace.
Glean
Glean is an enterprise AI search and assistant platform that retrieves company knowledge through configured connectors and source access controls.
Glide
A no-code platform that turns spreadsheets and databases into mobile and desktop business apps, with an AI Agent that starts the build for you.
Gong
Gong records and analyses every customer conversation across an org, deriving deal risk, forecast and coaching signals, and publishes three read-only MCP tools.
Hex
A collaborative notebook and data-app platform whose AI agents write SQL and Python, answer questions in Threads, and run on curated workspace context.
Hubspot Breeze
HubSpot's built-in AI: Breeze Assistant in every plan, pre-built Breeze agents for content, prospecting, and support, and a plain-language Agent Builder.
Ideogram
An image generator built around reliable text rendering, with prompt tooling, background control, on-brand custom models, an API, and an MCP server.
Intercom Fin
Fin by Intercom is an AI customer agent with support-content training, guidance, pre-deployment batch testing, and configured human handover workflows.
Jasper
An enterprise marketing AI workspace with 100+ purpose-built agents, Jasper IQ brand context, Canvas, and an MCP server for other AI tools.
Julius
A chat-first AI data analyst: upload a spreadsheet or connect a warehouse, ask in plain English, and get charts, code, and shareable exports back.
Label Studio
Label Studio is an open-source annotation interface that can present imported or model-generated predictions for people to review and correct.
Lindy
An AI teammate that lives in Slack, joins your meetings, and runs scheduled routines and reusable skills across 1,000+ tools with approvals.
Loopio
Loopio is an RFP response platform with a reusable answer library, AI-assisted response drafting, project collaboration, and source-scoped generation controls.
MagicSchool
MagicSchool provides AI lesson, worksheet, quiz and rubric drafts that educators can tailor to supplied readings and instructional goals.
Meshy
Evaluate Meshy with a versioned prop pilot, owner-set requirements, real inspection reports and actual target-application viewer evidence.
Microsoft Copilot
Microsoft's work assistant inside Word, Excel, PowerPoint, Outlook, and Teams, grounded in your company's Microsoft 365 data, with Researcher and Analyst.
Midjourney
An image and video generator with a web app and a Discord bot, known for strong aesthetic defaults, style references, an inpainting editor, and paid-only plans.
Miro
Evaluate Miro as a shared review surface for an approved concept hierarchy and its relationship ledger.
Napkin AI
Napkin AI turns imported or pasted text into editable visuals for documents and presentations, with export choices that depend on plan.
Nooks
Nooks is an AI sales workspace for outbound teams: a parallel dialer with answer detection, AI sequencing, account research, signals and call coaching.
Notebooklm
Google's source-grounded research notebook, renamed from NotebookLM in July 2026, that answers only from your uploaded sources and turns them into media.
Opus Clip
An AI clipping tool that turns long videos into scored, captioned short clips for Shorts, TikTok, and Reels, with a scheduler, brand templates, and an API.
Outreach
Outreach is a sales-execution platform that owns the outbound rep's whole workflow, repackaged around agents including Outreach Omni and Agent Studio.
Pandasai
A Python library that adds a chat method to your dataframes: it generates and runs pandas code to answer questions, with an optional Docker sandbox.
Perplexity
An AI answer engine that cites its sources on every response, with a Research mode for long reports, Projects for shared context, and the Comet browser.
Recraft
An AI image platform built for designers, with editable vector output, reusable custom styles, mockups, and an API for image and vector generation.
Relume
An AI site builder that turns a brief into a sitemap, wireframes, and a designed marketing site, then exports to Figma, Webflow, or React.
RemNote
RemNote combines notes, AI-generated flashcards and quizzes, and spaced review, with a preview step for checking cards against the source.
Rork
An AI mobile app builder that turns a chat prompt into native iPhone (Swift), Android (Kotlin), and web apps you can publish to the App Store.
Scribe
Scribe captures on-screen workflows into editable visual guides and adds AI drafting features for titles, descriptions, and process documentation.
Softr
A no-code builder for client portals and internal tools on top of Airtable, Google Sheets, or its own database, now with AI app generation.
Spellbook
Spellbook supports legal contract work with AI questions, source references, Microsoft Word review suggestions, and reusable contract-review instructions.
Stitch
Google's AI design canvas that turns prompts, voice, images, or an existing codebase into high-fidelity mobile and web UI, with frontend code and a Figma paste.
Surfer
An SEO and AI-visibility platform whose Content Editor scores drafts against live SERP guidelines, with AI writing, audits, and AI-search tracking.
Surveymonkey
SurveyMonkey combines AI survey drafting with editable survey questions and plan-dependent skip logic for respondent paths.
Tamr
Evaluate Tamr with a bounded mastering pilot that preserves source keys, exposes uncertain candidates and names the owner of each decision.
Thoughtspot Spotter
ThoughtSpot's agentic analyst: it resolves questions into search tokens against a governed semantic model rather than raw SQL, then acts on the answer.
Typeform
Typeform builds online forms with AI-assisted questions, endings and branching rules that owners can preview and revise.
Unify
Unify turns real-time intent signals into automated, AI-personalised prospecting plays, with a chat agent, 50+ native skills and flat per-seat pricing.
Vanna
An MIT-licensed Python framework for text-to-SQL: a user-aware agent that learns from successful queries and streams tables, charts, and summaries back.
VEED
VEED is a browser video editor with AI-generated subtitles, editable text and timing, and plan-dependent caption-file downloads.
Workable
Workable combines recruiting and HR software with AI drafting tools, configurable interview kits, shared rating scales, and candidate feedback records.
Zapier Agents
Zapier's no-code AI agents that take plain-English instructions and act across 9,000+ apps on a schedule, on app events, or on demand.
Zoominfo
ZoomInfo is a B2B contact and company database with intent signals, now positioned as the grounding data your agent calls through API, MCP or CLI.
Count Feedback
Count a single-label feedback CSV with code: validate record IDs, collapse exact duplicate rows, reject conflicting rows for one ID, and report records, distinct known respondents, missing identities, and label totals without inventing prevalence.
Define Metric
Write or refine a metric definition — name, plain-language meaning, grain, filters, source tables and columns, edge cases, and owner — into analysis/metrics/<slug>.md, after searching the repo for a definition that already exists.
First Look
Read the first rows and the true row count of a CSV or spreadsheet, profile it against a fixed checklist, and write the result to analysis/profiles/<name>.md so the dataset's condition is on record before anyone queries it.
Critique Screen
Read a UI screenshot from a path or URL, run the fixed design critique checklist over it, and write the report to design/critiques/ without touching the design or the code.
Design Tokens
Extract design tokens from a stylesheet, a Tailwind or theme config, or a screenshot, then create or update design/tokens.json and report every added, changed, and removed token.
Check Obligation Dates
Check a human-reviewed obligation CSV against an explicit as-of date with Python: validate calendar dates and status fields, list overdue or due-today open rows, missing owners/dates, and recorded late/future completions. Never infer legal deadlines, breach, or contract status from clauses.
Check Procedure Graph
Check explicitly recorded SOP step dependencies with Python: validate IDs and prerequisite references, compute deterministic execution layers for acyclic graphs, and report steps blocked by a cycle without executing the procedure.
Snapshot Handoff
Create a deterministic inventory of an approved handoff directory: record relative file paths, byte lengths, and SHA-256 hashes with code, list skipped symlinks and unreadable files, and write a snapshot without interpreting project status or changing source files.
Brand Check
Score a draft file against the project's brand voice guide (brand-voice.md or a brand-voice skill) and list every violation with a rewrite, without editing it.
Check Translation Tokens
Compare recognized named placeholders in a source-target translation CSV with Python, preserving token multiplicity and flagging blank targets. Supports exact {name}, {{name}}, and %(name)s/%(name)d forms; does not validate full ICU, HTML, positional placeholders, or translation meaning.
Repurpose
Run content-repurposer on a file or pasted text and write the X thread, LinkedIn post, newsletter section, and video script to content/repurposed/.
Check Scorecard
Validate a draft job-interview scorecard JSON with Python: unique criteria, exactly three nonblank behavioral anchor slots, task-source and question references, and positive human-supplied decimal weights totaling exactly one. Never read or calculate candidate scores.
PRD
Turn an idea, pasted notes, or a notes file into a structured PRD and write it to docs/prd.md, or print it when there is no project.
Scope MVP
Cut a PRD or feature list to a version one: a keep / cut / later table with reasons plus the smallest build that tests the riskiest assumption, written to docs/mvp-scope.md.
Check Annotation Batch
Check annotation-batch.json for approved labels, distinct response reviewers, exact text evidence and unresolved disagreements while preserving the input.
Check Audio Review Sheet
Check audio-review-sheet.json for bounded review intervals, explicit original/processed observations and listener confirmation before accepted cleanup decisions, printing findings only.
Check Caption Timing
Check captions.srt in the current directory for supported SRT syntax, sequential cue numbers, increasing timestamps and overlapping cues, printing results without changing captions.
Check Entity Match Ledger
Check entity-match-ledger.json for source-linked evidence values, duplicate pairs, reviewer presence and contradictory match groups without merging records.
Check Evidence Table
Check a study evidence CSV against a source registry with code: validate required columns and cells, row IDs, source references, duplicate study/outcome/time-point keys, and allowed status values, then report structural errors without judging research claims.
Check Exit Ticket Map
Check a local exit-ticket-map.json for objective/question IDs, objective coverage, supported answer evidence and unresolved review status, without editing it.
Check OCR Correction Ledger
Check ocr-correction-ledger.json for page/span references, exact original text slices, overlapping proposed edits and reviewer evidence on verified corrections, without applying changes.
Check Storyboard Coverage
Check storyboard-coverage.json for unique beat/shot IDs, cited beat excerpts, positive shot durations and uncovered script beats, without changing the script or storyboard.
Check Study Card Map
Check a local study-card-map.json for valid card/source IDs, exact evidence quotes, duplicate questions and unresolved-card status, without editing it.
Check Survey Paths
Check survey-paths.json for complete single-choice routes, cycles, reachable nodes and expected test paths without editing the file or contacting a form service.
Audit CRM
Audit a CRM CSV export for duplicates, past close dates, stale deals, missing required fields, single-threaded deals, owner gaps and format drift, and write a ranked fix list with the record IDs.
Check Outreach
Fact-check a drafted outreach email, or a folder of them, against the research files it was written from and write an annotated report with a claims table, without editing the draft.
Check RFP Coverage
Check human-reviewed RFP requirement and response-matrix CSVs with Python: validate unique IDs and explicit flags, count supplied statuses including absent rows, and list mandatory attention items or ready rows missing required references. Does not prove claim accuracy or submit a bid.
Check Support Cases
Validate a local JSONL support-answer testset with Python: unique case IDs, exact fields, answer/clarify/escalate expectations, required answer-card references and sources, and explicit escalation reasons; report counts without running a support bot.
AI App Builder
An AI app builder is a tool that generates a working application from a natural-language description, usually with hosting and a backend included.
AI Connectors
AI connectors are the integrations that let an assistant like Claude read and act in tools such as Google Drive, Slack, and Notion; in Claude, MCP servers.
AI Data Analyst
An AI data analyst is a tool that takes a data question, writes and runs the code or SQL to answer it, and returns a chart or summary you still have to check.
AI Overviews
AI Overviews are Google's AI-generated summaries at the top of Search results, with source links; AI Mode is the fuller conversational version.
AI SDR
An AI SDR is software that runs sales development work such as prospecting, outreach, and follow-up, with autonomy that varies enormously between vendors.
AI Wrapper
An AI wrapper is a product whose core function is a prompt and interface around a third-party model API, such as Claude or GPT, rather than its own model.
Alternative Text
Choose useful wording for an image placement by keeping inspected observations, page purpose and human approval together.
Animatic
An animatic is a timed preview of storyboard frames, often with audio, used to review pacing before production; AI-generated frames remain drafts.
Answer Engine Optimization (AEO)
Answer engine optimization (AEO) is structuring content so search engines and AI assistants can lift a direct answer from it for AI Overviews and chatbots.
Automatic captioning
Automatic captioning uses speech recognition to produce timed text for media; human review checks meaning, speaker cues and meaningful sounds.
Blocking in Record Matching
Understand how a candidate-selection rule can miss known pairs and why missing fields need coverage checks before identity review.
Brand Voice (in AI prompting)
Brand voice, in AI prompting, is the documented tone, vocabulary, and style rules a model is given so every draft sounds like one company, not the model.
Claude Cowork
Claude Cowork is the agentic mode of Anthropic's Claude app that completes multi-step knowledge-work tasks in your files, connectors, and browser.
Claude Plugins
Claude Plugins are installable bundles of skills, slash commands, sub-agents, and MCP connectors that set up Claude Code or Claude Cowork for a role or team.
Code Execution (Code Interpreter)
Code execution lets an AI assistant write and run real code in a sandbox, so numbers, files, and charts come from a computation rather than an estimate.
Compliance Matrix
An RFP compliance matrix maps each buyer requirement to its source, response location, evidence, owner, and reviewed status throughout a proposal.
Contract Abstraction
Contract abstraction extracts selected parties, dates, obligations, and terms from an agreement into a structured summary that retains source references.
Conversation Intelligence
Conversation intelligence is recording sales calls and meetings, transcribing them, and turning transcripts into searchable notes, actions, and CRM records.
Conversational Analytics
Conversational analytics is asking questions of governed business data in plain language and getting a chart or number back, without opening a dashboard.
Data Lineage
Data lineage records where data comes from, how it changes, and where it is used, helping teams trace an AI output back through its inputs.
Design-to-Code
Design-to-code is turning a design — a Figma file, a screenshot, or a generated mockup — into working front-end code, increasingly by an AI agent.
Design Tokens
Design tokens are named values for a design system's decisions — color, spacing, type, radius — stored once and referenced everywhere instead of hardcoded.
Digital Asset Management
A catalog-review concept for separating files, descriptive metadata and supplied approval records before reuse.
Entity Resolution
Understand the identity question behind similar records, including false merges, missed matches and the source owner’s unresolved decisions.
Evidence Synthesis
Evidence synthesis brings findings from multiple studies together to answer a research question while retaining differences, limitations, and uncertainty.
Formative assessment
Formative assessment gathers feedback during learning so teachers and learners can adjust next steps; an AI draft still needs educator review.
Generative Engine Optimization (GEO)
Generative engine optimization (GEO) is making content more likely to be cited or summarized in AI answers from ChatGPT, Gemini, or Google AI Overviews.
Generative UI
Generative UI is an interface produced by a model from a prompt — a whole screen, flow, or prototype generated rather than assembled by hand.
Lead Enrichment
Lead enrichment is filling the missing fields on a lead or account record, such as title, headcount, or tech stack, from data sources outside your own system.
llms.txt
llms.txt is a proposed Markdown file at a site's root that gives AI models a curated summary and link list, so they can find the right pages at inference time.
Machine Translation Post-editing
Machine translation post-editing is human revision of machine-translated text against the source, context, terminology, and agreed quality requirements.
No-Code AI
No-code AI is building software or automations that use AI models through visual tools and prompts, without writing or maintaining code.
Optical character recognition (OCR)
Optical character recognition converts text pictured in a scan or image into machine-readable characters; recognition output still needs source checks.
Physically Based Rendering
Review an AI material handoff without confusing supplied map files with verified appearance in the target scene.
Process Capture
Process capture records how a task is actually performed, preserving observed actions and context as input to a reviewed procedure or training guide.
Record Linkage
Understand the reviewable crosswalk needed before joining sources with unrelated keys, ambiguous candidates and explicit cardinality policies.
Revenue Intelligence
Revenue intelligence is deriving deal risk, forecast accuracy, and coaching signals from captured customer conversations rather than from CRM fields.
Sales Engagement Platform
A sales engagement platform is the system reps work out of: it sequences emails, calls, and tasks across channels and logs every touch back into the CRM.
Semantic Layer
A semantic layer defines business metrics, dimensions, and joins once, so every query and every AI agent computes the same number the same way.
Skip Logic
Skip logic routes a respondent to different survey questions or endings based on answers or other stated conditions.
Spaced repetition
Spaced repetition schedules reviews over time using recall feedback; AI can draft the cards, while the learner still checks their answers.
Speech enhancement
Speech enhancement reduces unwanted noise or artifacts in recorded speech; AI-processed audio still needs comparison with the original for intelligibility.
Structured Interview
A structured interview uses predetermined job-related questions and shared evaluation standards so interviewers collect comparable evidence from candidates.
Text-to-Image
Text-to-image is generating a picture from a written prompt, using a model trained to turn a description into pixels — or, in some tools, vectors.
Text-to-SQL
Text-to-SQL is turning a plain-language question into a SQL query a database can run, using a model grounded in your schema, documentation, and past queries.
Thematic Analysis
Thematic analysis interprets patterns of meaning in qualitative data, such as interview transcripts, open survey answers, and customer feedback.
Ticket Deflection
Ticket deflection means helping a customer find an answer through self-service before they submit a support ticket or need a human support queue.
UV Mapping
Understand why a 3D handoff keeps mesh, surface-layout and texture versions together before approving their actual target appearance.
AI Workflow Automation
AI workflow automation is connecting apps so tasks run on triggers, with an AI model handling the judgment steps a fixed rule cannot express.