PubsProToolkit

What Did I Just Agree To?

by PubsProToolkit

Free

Turn complex legalese into a plain-English map of your rights, risks, and red flags.

Landing Page & Conversion Copy Gate

by PubsProToolkit

$16

An adversarial reviewer for landing pages and conversion copy. It flags an unclear value proposition, a weak or buried call to action, missing social proof, funnel friction, and unsupported claims, then returns a PUBLISH / REVISE / HOLD verdict — before the page goes live.

Medical & Clinical Writing Skill for AI Agents

by PubsProToolkit

$12

Give your agent CMPP-certified medical-writing expertise — 30+ frameworks for clinical manuscripts, congress content, and regulatory QC. Build compliant pharma/biotech workflows that pass MLR and peer review.

README Quick Check

by PubsProToolkit

Free

A fast READY or NEEDS WORK check for your README. Catches the make-or-break gaps — missing what-and-why, setup, or a working example — in about 30 seconds.

DocForge

by PubsProToolkit

$5

Transform rough notes and data into polished, branded business documents, reports, and invoices.

AGENTS.md & Agent Config Quality Gate

by PubsProToolkit

$12

An adversarial reviewer for AGENTS.md and agent instruction files. It flags ambiguous or contradictory rules, missing guardrails, vague tool and scope definitions, and untestable instructions, then returns a PASS / REVISE / BLOCK verdict — before the config drives your agent.

AI Eval & Test Suite Quality Gate

by PubsProToolkit

$14

An adversarial gate that audits an AI eval or test suite — LLM-judge rubrics, datasets, regression tests, metrics — for gameable criteria, data leakage, missing edge cases, and non-determinism, then returns one PASS/REVISE/FAIL verdict.

Citation & Reference Integrity Manager

by PubsProToolkit

$14

Audit, verify, and format academic citations across AMA, APA, and Vancouver styles to eliminate AI hallucinations.

Evidence Grading Framework

by PubsProToolkit

$18

A reusable rubric that grades every source by type, recency, authority, independence, and corroboration, then ranks them and resolves conflicts by evidence weight.

Blind Spot Pass

by PubsProToolkit

$14

Run this on your plan, spec, or prompt before any work starts. It surfaces the decisions you never made, names what an agent would silently assume for each, ranks them by the cost of a wrong guess, and hands back a short list of choices to make now — plus the gaps that are safe to leave open.

Agent Harness Architect

by PubsProToolkit

$14

Model quality is table stakes — the harness is where agents win or fail. This designs yours: it writes a structured, testable system prompt (role, tools, boundaries, method, output contract, failure handling) and maps every concern to the right layer — prompt, tool, guardrail, or evaluation — so the pieces reinforce each other instead of fighting.

OpenAPI and Request Collection Builder

by PubsProToolkit

$14

Turn your API's route and handler code into a spec-compliant OpenAPI 3.1 document and a ready-to-import request collection — paths, referenced schemas, auth, error responses, examples, and a variable-driven collection with the base URL and token wired up. Derived from your code, not invented.

X Automation Compliance Gate

by PubsProToolkit

$14

Before you point a bot or AI agent at X (Twitter), audit it against the platform's rules. Classifies each action as safe, risky, or likely-to-get-you-suspended, names the rule it hits, and rewrites the dangerous parts into a compliant, account-safe version. For keeping your own account safe — not for spam or evasion.

Pull Request Description Writer

by PubsProToolkit

$9

Turn a diff into a structured pull request description — what changed and why, guidance on where to review and what's risky, honest testing notes, and migration/rollback notes. Scaled to the size of the change, so review is faster and the merge is safer.

AI Data Exposure and Vendor Risk Assessor

by PubsProToolkit

$14

Before you send proprietary or sensitive data to an AI vendor, assess the risk. Classifies what's actually your moat versus regulated, contractual, or harmless data, maps the real exposure vectors by vendor tier, lists the questions to get in writing, and gives a send / send-with-controls / keep-in-house recommendation per data type.

Cloud Resilience and Dependency Auditor

by PubsProToolkit

$14

Map your real cloud dependency tree — data plane and control plane — find the single points of failure ranked by blast radius, catch the classic traps like monitoring that dies with the region it watches, and get a prioritized resilience backlog. The audit every outage post-mortem says to do first.

Root Cause Analysis Assistant

by PubsProToolkit

$14

Turn an error, stack trace, and logs into a structured root-cause diagnosis — reconstructed failure, ranked hypotheses with evidence, the most likely cause, and the cheapest next diagnostic or fix. The disciplined pass a senior engineer runs, instead of scattershot guess-and-check.

AI Code Review Gate

by PubsProToolkit

$14

Review an AI-generated code diff for the failure modes coding agents actually have — claimed-done-but-not-done, gamed or weakened tests, stubs passed off as complete, silent scope creep, hallucinated APIs, and security regressions. Returns an APPROVE or REQUEST CHANGES verdict with a completion check and severity-ranked fixes.

Prompt Injection Red Team Kit

by PubsProToolkit

$14

Red-team your own AI agent for prompt-injection and tool-misuse vulnerabilities before it ships — then fix them. Maps your attack surface, generates a defensive test plan with the safe behavior expected for each case, and gives a prioritized mitigations list. Defensive use only.

LLM Cost and Token Economics Modeler

by PubsProToolkit

$14

Model what your LLM app or agent will cost, find where the money goes, and get a plan to cut it. Per-request and monthly projections, ranked cost drivers, an optimization plan with estimated savings, and unit economics against your pricing — with the arithmetic shown.

Incident Postmortem Writer

by PubsProToolkit

$14

Turn timeline fragments, Slack logs, and pager history into a complete blameless postmortem — impact summary, clean timeline, contributing factors instead of a scapegoat, action items with owners and due dates, and lessons that survive the week.

AI Feature Eval Writer

by PubsProToolkit

$14

Design and write the eval suite for your LLM-powered feature — the metrics that match your failure modes, a golden dataset plan with starter cases, anchored rubrics, LLM-as-judge prompts with the known bias mitigations, and pass/fail gates wired for CI.

Background Agent Task Brief Writer

by PubsProToolkit

$14

Write the delegation brief that lets a background or async agent succeed unattended — precise goal, hard constraints, testable acceptance criteria, a verification plan, and stop-and-escalate rules. Turns "go fix the flaky tests" into a spec an agent can actually execute.

Agent Context Budget Doctor

by PubsProToolkit

$14

Diagnose and fix context-window problems in your agent setup. Inventories everything that loads — memory files, skills, MCP tool definitions, hooks — estimates where the budget goes, maps your symptoms to causes, and prescribes concrete trims, restructures, and session habits, rewriting the files where that's the fix.

Subagent Team Designer

by PubsProToolkit

$14

Design the right team of specialized AI subagents for your project and get the definition files written properly — precise delegation triggers, focused system prompts, least-privilege tools, and the right model tier for each job. Includes a template, orchestration patterns, and a complete sample team.

Manuscript Submission Readiness Pack

by PubsProToolkit

$19

A complete pre-submission check for your research manuscript — journal requirements, reporting guidelines, ICMJE authorship, disclosures, registration, and reference integrity — with a READY or NOT YET verdict, a prioritized fix list, and a drafted, journal-ready cover letter.

EU AI Act Compliance Docs Writer

by PubsProToolkit

$19

Draft the AI documentation the EU AI Act expects — model cards, AI-use disclosures, transparency notices, risk-tier worksheets, and technical-doc skeletons. Counsel-ready drafts from a regulated-industry documentation professional, with templates included.

Agent Hooks Security and Quality Gate

by PubsProToolkit

$12

Adversarially audit your agent hooks before you trust them. Catches command injection, secret leakage, over-broad matchers, destructive actions, and blocking-logic mistakes in pre/post-tool-use, prompt, and stop hooks — with a PASS or REVISE verdict and severity-ranked fixes.

Plain Language Rewriter

by PubsProToolkit

$9

Rewrite dense legal, medical, technical, policy, or financial text into clear plain language at a target reading level — with the meaning fully preserved. A professional plain-language rewrite, not a summary or a list of flags.

API Docs Writer

by PubsProToolkit

$9

Generate consistent API reference docs from your code, OpenAPI spec, or route handlers — per-endpoint parameters, real request and response examples, error codes, auth, and copy-pasteable curl, written for the developer calling the API.

README Writer

by PubsProToolkit

$9

Generate a complete, reader-ready README from your code and project details — not a template dump. It leads with what the project is and why, gives a quickstart that actually runs, and includes only the sections that apply.

Git Writing Suite

by PubsProToolkit

$9

Turn your diffs and commit history into commit messages, PR descriptions, and release notes that reviewers and users actually read. One skill, three jobs — conventional-commit compliant, reviewer-ready, and written in plain language.

AGENTS.md and llms.txt Writer Reviewer

by PubsProToolkit

$12

Write and review the docs AI agents actually read — AGENTS.md for your repo and llms.txt for your site. Drafts them from scratch or audits existing ones for completeness, clarity, and wasted context, with a PASS or REVISE verdict.

Docs Review Gate

by PubsProToolkit

$9

A professional technical editor's review for your docs. Catches missing context, unclear writing, and unverifiable claims in READMEs, API docs, and changelogs before they ship — with a PASS/REVISE verdict and a prioritized fix list.

Citation Guard

by PubsProToolkit

$12/mo

Stop your agent citing papers that don't exist. Verifies every reference against live PubMed & Crossref — flags fabricated, mismatched, and retracted citations.

Medical & Pharma AI Compliance Gate

by PubsProToolkit

$14

Audit AI-assisted medical and pharma content for compliance-readiness before it enters formal MLR review or journal submission. It checks claim substantiation and on-label scope, reference integrity (the acute AI risk: fabricated or misrepresented citations), fair balance and safety, AI-use disclosure, ICMJE authorship and GPP, COI and funding, data integrity and patient privacy, and adverse-event flags — then returns a PASS / REVISE / BLOCK verdict with the must-fix list. A readiness pre-check built for the regulated reality of medical communications — not a replacement for formal review.

Lead Magnet & Email Funnel Builder

by PubsProToolkit

$12

Build a lead magnet and the email funnel that turns subscribers into buyers. It designs a quick-win freebie tightly bridged to your paid offer, writes the opt-in copy, and builds the full email sequence — welcome/delivery, nurture, and offer emails with subject lines, body outlines, and send timing — plus the metrics to watch. Built on the truth that the bridge between the freebie and the offer is everything.

Online Course Builder

by PubsProToolkit

$12

Turn your expertise into a course people buy and actually finish. It validates the idea and finds the angle first, then locks the transformation, structures modules and lessons sequenced for real learning (not a topic dump), prices it against the platform and competitors, writes the sales page, and gives an honest launch plan — for Teachable, Udemy, Kajabi, Podia, Gumroad, or self-hosted. Built around the truth that people buy a transformation, not content.

Database Schema & Query Review Gate

by PubsProToolkit

$12

Review a database schema, queries, or migration for the mistakes that get expensive in production — bad table design, missing or wrong indexes, slow and N+1 queries, SQL injection, and migrations that lock or break prod. Engine-aware (PostgreSQL, MySQL, SQLite, SQL Server), it runs an ordered review and returns a PASS/REVIEW/BLOCK verdict with prioritized fixes. Schema mistakes are the most expensive kind — this catches them before they ship.

Digital Product Builder

by PubsProToolkit

$9

Turn an idea into a ready-to-sell digital product and the listing to sell it. It validates demand and finds a real angle first — so you don't add to the AI slop — then defines the product with a full outline, names and positions it, prices it against the platform and competitors, and writes the SEO listing (title, benefit-led description, tags, image briefs) for Etsy, Gumroad, Shopify, or KDP, plus an honest launch plan. Built by someone who actually sells digital products.

llms.txt Generator

by PubsProToolkit

$12

Generate a spec-compliant llms.txt (and optional llms-full.txt) for your site or repo so AI agents and crawlers can navigate it. Curates the pages that matter, writes the exact llmstxt.org structure — single H1, blockquote summary, and link sections in the precise format agents parse — then validates the format and tells you where to put it. The honest version: a low-cost, machine-readable surface for the agentic web, not an overhyped SEO trick.

Get Cited by AI

by PubsProToolkit

$14

Audit any page, article, or doc for how likely AI answer engines — ChatGPT, Perplexity, Google AI Overviews, Claude — are to surface and cite it. Checks answer-first extractability, question-shaped structure, quotable units, factual specificity, sourcing, schema, and freshness, then returns a PASS/REVISE verdict with the prioritized fixes. This is Answer Engine Optimization, not classic SEO — it optimizes content to be quoted inside AI answers.

Dependency & Supply Chain Risk Gate

by PubsProToolkit

$12

Audit your project's dependencies for supply-chain risk before they ship. Detects the ecosystem, runs the right vulnerability scanners against live advisory data, and adds the checks tooling misses — outdated or abandoned packages, typosquatted or suspicious names, risky install scripts, and license conflicts — then returns a prioritized fix list and a PASS / REVIEW / BLOCK verdict. It's npm audit with triage and judgment on top.

Unit & Integration Test Generator

by PubsProToolkit

$12

Generate a real test suite for any function, module, or file — meaningful edge cases, error paths, boundary conditions, and proper mocks, not happy-path stubs. Detects your project's framework and conventions, plans the cases deliberately before writing, and hands back runnable tests plus a summary of what's covered. Built to write the tests that actually catch bugs.

Codebase Explainer & Onboarding Mapper

by PubsProToolkit

$14

Point it at an unfamiliar or inherited repo and quickly understand it. Maps the architecture, identifies the key modules and entry points, traces the core end-to-end flows, surfaces the conventions and gotchas, and assembles a clean ONBOARDING.md — turning a strange codebase into a clear mental model fast. Built for the moment you join a project, take one over, or have to explain a repo before changing it.

MCP Server Builder

by PubsProToolkit

$24

Scaffold a secure, spec-compliant MCP server from a description of the tools you want to expose. Sets up the official SDK (TypeScript or Python/FastMCP), defines tools/resources/prompts with strict JSON Schema, wires the right transport (stdio or Streamable HTTP), adds OAuth 2.1 for remote, and hardens against the MCP-specific footguns — prompt injection via tool output, token passthrough, over-broad scopes, command/path/SSRF injection, leaked secrets — before it ships. Returns a runnable skeleton plus a security checklist. Built by someone who's shipped production MCP servers.

Manuscript Disclosure & Submission Readiness Gate

by PubsProToolkit

Free

A pre-submission gate for medical and scientific manuscripts. It audits your near-final draft, abstract, poster, or congress submission for the disclosures journals now screen on intake — AI/LLM-use disclosure (ICMJE-aligned), authorship against the four ICMJE criteria, conflict-of-interest and funding statements, and data availability — then returns a PASS/REVISE verdict naming every gap, plus a ready-to-paste AI-use disclosure statement. Built by a CMPP-certified medical writer.

Auth & Multi Tenant SaaS Foundation

by PubsProToolkit

$29

Scaffold a complete, production-ready auth and multi-tenant foundation — sessions, OAuth/SSO, role-based access control, organizations, teams, invitations, and row-level data isolation — wired to your app and database.

Transactional Email Engine

by PubsProToolkit

$59

Scaffold a complete, production-ready transactional email system — verification, password reset, receipts, and notifications — with deliverability hardening, retries, idempotency, and a suppression list.

Stripe Subscription Engine

by PubsProToolkit

$69

Scaffold a complete, production-ready Stripe subscription system — Checkout, customer portal, hardened webhooks, plans, seats, proration, and dunning — wired to your database.

Accessibility Gate

by PubsProToolkit

$29

Audit your frontend for accessibility violations before release — flags WCAG failures, gives prioritized fixes, and blocks the broken patterns that get sites sued.

DB Migration Guardian

by PubsProToolkit

$39

Plan, review, and execute safe database migrations with automatic rollback plans, backfill strategies, and zero-downtime sequencing.

Token Budget Officer

by PubsProToolkit

$19

Cost-aware execution planning for AI agents — estimate cost-vs-value before expensive steps, propose cheaper paths (cache, summarize once, downshift models), and track spend against a session budget with a PROCEED / OPTIMIZE / DEFER verdict.

Agent Spend Guardrails

by PubsProToolkit

$19

Define spending rules for your AI agent — caps, category whitelists, approval thresholds — and audit what it bought or almost bought, with an approve/hold/block verdict per transaction.

AI Stack Spend Audit

by PubsProToolkit

$9

List your AI subscriptions and usage; it finds the overlap and returns a cut/keep/downgrade verdict with estimated monthly dollar savings.

AI Paper Mill & Research Integrity Screener

by PubsProToolkit

$12

First-pass screener that flags AI-generated, paper-mill, and fabricated scholarship using tortured-phrase, citation, statistical, and template detectors.

Human Oversight Evidence Pack

by PubsProToolkit

$24

Generate structured, audit-ready evidence logs documenting human review of AI-assisted work products.

Agent Memory Audit

by PubsProToolkit

$16

Adversarial memory audit to remove PII, stale facts, and injected instructions from agent storage.

Agent Ready Storefront Audit

by PubsProToolkit

$14

Audit your online store to ensure it is discoverable and purchasable by autonomous AI shopping agents.

AI Disclosure & Provenance Gate

by PubsProToolkit

$5

An adversarial gate to verify AI-use disclosures and draft compliant provenance statements for any venue.

PII & Privacy Leak Gate

by PubsProToolkit

$5

An adversarial security gate to detect and redact PII, secrets, and confidential data before sending prompts.

MeetMinutes

by PubsProToolkit

$10

Convert raw meeting transcripts and messy notes into structured Markdown action plans and follow-up emails.

Autoresearch Optimizer

by PubsProToolkit

$5

An iterative agent loop that optimizes any prompt, config, or artifact by making one change at a time, scoring it against a metric, and keeping only the winners.

AI Generated Code Review & Test Coverage Gate

by PubsProToolkit

$15

An adversarial reviewer for AI-written code changes. It pressure-tests a pull request or diff for untested branches, silent behavior changes, missing edge cases, over-confident code that only looks right, and weak tests, then returns a PASS / REVISE / BLOCK verdict before the change merges.

Personal Budget & Spending Sanity Gate

by PubsProToolkit

$12

An adversarial reviewer for your personal budget or monthly spending plan. It checks that the numbers add up, that common categories aren't missing, and that the plan is internally consistent and livable, then returns a PASS / REVISE / HOLD verdict. A clarity-and-consistency aid, not financial advice.

Product Listing & E commerce Copy Gate

by PubsProToolkit

$13

An adversarial reviewer for product listings and e-commerce copy. It flags weak or keyword-poor titles, feature-only bullets, missing trust and specifics, unsupported claims, and conversion friction, then returns a PUBLISH / REVISE / HOLD verdict — before the listing goes live.

Dockerfile & Container Build Sanity Gate

by PubsProToolkit

$13

An adversarial reviewer for Dockerfiles and container builds. It flags root users, image bloat, unpinned or cache-busting layers, leaked secrets, and missing hardening, then returns a PASS / FIX / BLOCK verdict — before you build or push the image.

Sales Email & Outreach Quality Gate

by PubsProToolkit

$14

An adversarial reviewer for cold emails, follow-ups, and outreach sequences. It flags weak subject lines, unclear asks, spam-filter triggers, broken or generic personalization, and pushy tone, then returns a SEND / REVISE / HOLD verdict — before you hit send.

Hiring & Job Description Quality Gate

by PubsProToolkit

$19

An adversarial reviewer for job descriptions and candidate-facing hiring content. It flags biased or exclusionary language, risky questions, inflated or vague requirements, and missing disclosures, then returns a POST / REVISE / HOLD verdict. A bias-and-clarity aid, not legal advice.

Social & Marketing Copy Gate

by PubsProToolkit

$13

An adversarial reviewer for social posts, ads, and marketing copy. It flags off-brand tone, unsupported claims, weak or missing calls-to-action, platform mismatches, and compliance risks, then returns a PUBLISH / REVISE / HOLD verdict — before you hit publish.

Contract & Terms Risk Spotting Gate

by PubsProToolkit

$24

An adversarial reviewer that reads a contract, agreement, or terms-of-service and flags one-sided, risky, vague, or missing clauses, then returns a LOW RISK / REVIEW / HIGH RISK verdict with questions to raise before you sign. A risk-spotting aid, not legal advice.

Invoice & Expense Sanity Gate

by PubsProToolkit

$16

An adversarial reviewer for invoices, receipts, and expense reports. It re-checks the math, flags missing details, duplicate or already-paid items, policy breaches, and fraud-risk red flags, then returns a PASS / REVISE / HOLD verdict — before you send, pay, or approve.

Meeting Notes & Action Item Gate

by PubsProToolkit

$12

An adversarial gate that audits meeting notes or a transcript summary before you share them — catching missed decisions, vague or unowned action items, and tasks with no deadline — and returns a structured PASS/REVISE verdict plus a cleaned action list where every task has an owner and a date.

Customer Support Reply Quality Gate

by PubsProToolkit

$14

An adversarial gate that reviews any drafted support reply — email, chat, help-desk macro, or review response — before it goes out, checking that it answers the question, gets the tone right, avoids overpromising and risk, and gives clear next steps, then returns a structured SEND/REVISE/ESCALATE verdict with exact fixes.

Cloud & Infrastructure Config Security Gate

by PubsProToolkit

$34

An adversarial gate that audits cloud and infrastructure-as-code config — Terraform, Kubernetes, IAM, security groups, buckets — for the misconfigurations that cause real breaches, and returns a structured PASS/REVISE/BLOCK verdict with severities and exact fixes before anything reaches your environment.

Research & Source Credibility Gate

by PubsProToolkit

$13

An adversarial gate that audits a research brief or AI-generated answer for unsupported claims, weak or outdated sources, missing citations, and one-sided framing — returning a structured TRUST/VERIFY/REJECT verdict with the exact passage quoted and what to verify for each.

SEO Content Quality Gate

by PubsProToolkit

$5

An adversarial pre-publish gate that audits any article or web page draft for on-page SEO — title and meta, heading structure, keyword use without stuffing, internal links, readability, and search intent — returning a structured PASS/REVISE/FAIL verdict with a fix for each issue.

Email & Message Tone & Clarity Gate

by PubsProToolkit

$12

An adversarial pre-send gate that reviews any email or chat message and returns a structured SEND/REVISE/HOLD verdict — flagging unclear asks, unintended tone, buried action items, and missing context, with the exact text quoted and a fix for each.

AI Text Humanizer & Sounds AI Detector Gate

by PubsProToolkit

$12

An adversarial editing gate that scans any AI-assisted draft and flags the exact tells that make it sound machine-written — filler phrases, formulaic structure, robotic cadence, punctuation tics — returning a structured PASS/REVISE/FAIL verdict with specific fixes.

MCP Server & Tool Definition Security Gate

by PubsProToolkit

$16

An adversarial gate that audits an MCP server or agent tool definition — schemas, descriptions, scopes, auth — for tool poisoning, excessive agency, injectable descriptions, and missing access controls, then returns one SAFE/REVIEW/BLOCK verdict.

Prompt Injection & Agent Security Gate

by PubsProToolkit

$14

An adversarial security gate that audits untrusted content — web pages, tool outputs, documents, emails — for embedded instructions, exfiltration, and authority spoofing, then returns a SAFE/REVIEW/BLOCK verdict.

Resume & Application Claim Audit

by PubsProToolkit

$9

An adversarial gate that audits a resume or cover letter for overclaims, unverifiable metrics, vague impact, and ATS keyword gaps, then returns one PASS/REVISE/FAIL verdict.

Chart & Statistics Integrity Gate

by PubsProToolkit

$12

An adversarial gate that audits any chart, data summary, or statistic for misleading visuals and unsound inference, then returns one PASS/REVISE/FAIL verdict.

Agent Failure Recovery Protocol

by PubsProToolkit

$18

A structured recovery framework to stop agent loops, handle malformed output, and manage autonomous error escalation.

Agent Coordination Protocol

by PubsProToolkit

$16

A structured protocol for AI agents to orchestrate sub-agents with role contracts and disciplined handoffs.

Coding Agent Quality Gate

by PubsProToolkit

$24

An adversarial senior engineer review gate that audits AI-written code for security gaps and logic errors before shipping.

Fact Check & Compliance Gate

by PubsProToolkit

$19

A pre-publish audit gate to extract claims, verify facts, and flag compliance risks in public-facing content.

Evidence Integrity Gate

by PubsProToolkit

$34

Runs an ordered evidence-integrity gate over any AI draft — grade sources, ground claims, verify technical assertions, stress-test — then returns one PASS/REVISE/FAIL ship decision.

Peer Review Stress Test

by PubsProToolkit

$12

An adversarial self-review gate that hunts your agent's weakest claim, overclaims, and missing limitations before a human sees the output.

Claim Grounding Auditor

by PubsProToolkit

$12

Audits any AI draft for unsupported claims — flags each one, grades its source, and returns a substantiation report.

Evidence Guard

by PubsProToolkit

$14

Audit any AI-generated output for unsupported claims, then verify every factual and technical assertion against its real source before it ships.