A runnable framework for catching AI hallucinations before they reach your customer. Includes a 5-technique validation harness and a standalone pre-send verifier. Reproduce every claim from our hallucination blog post against your own Anthropic API key.
Two pieces of working code plus the framework guide that explains when and where to apply each technique. Everything ships in one zip — about 32 KB.
The 5-technique framework explained — when, where, and how to apply each in production AI. Copy-paste-ready prompt patterns. The strategic context that makes the code make sense.
Step-by-step from "I just downloaded the zip" to "the validation harness is running." Includes Python install instructions, Anthropic API key setup, and troubleshooting for the most common errors.
Runnable Python script that tests all 5 techniques against your own Anthropic API key. Generates a results.md file with full transcripts of every API call. Reproduces the receipts behind our blog post on hallucinations.
Standalone Python tool that takes a domain plus a list of AI-generated claims and tells you which claims appear verbatim on the source. Catches fabricated quotes before they ship to a customer.
The 5 framework functions extracted as a clean reusable Python module — generic mailbox filter, quoted-phrase extractor, verbatim-on-page check, ICP keyword guard, LLM domain-vs-product check. No database dependencies.
What the $497 Pro tier adds (13 lead-source tools, AI personalization engine, LinkedIn engagement add-on, dashboard, walkthrough call) and the upgrade pricing if you're ready to ship a full lead-gen pipeline.
From form submit to first verification result in about 10 minutes. No SaaS subscription. No external services beyond an Anthropic API key (which has a $5 free tier).
Form below. Bundle download link arrives instantly + by email.
15-min read. Strategic context for the code.
console.anthropic.com → API Keys → Create. $5 free credit covers ~25 runs.
One command: python validate_techniques.py · ~3 min · ~$0.18.
Full transcripts. 4-of-5 PASS verdicts confirms framework works on your stack.
Wire the verifier into your AI pipeline. Pro tier adds the production lead-gen layer.
Drop your email. We send the bundle download link instantly. No spam — 2-3 follow-up emails over the first 2 weeks with adoption tips, then occasional updates only.
The Lite tier is the verification framework — the layer that helps you trust any AI output. The Pro tier is the production lead-generation pipeline that uses this framework end-to-end.
If you want the full system that generates leads AND verifies them end-to-end, Pro adds:
Yes, fully free. No credit card. No upsell tricks. The Lite tier is a complete standalone product — a verification framework you can use on any AI feature in your stack, not just lead generation. The Pro tier ($497) adds the production lead-generation pipeline that USES this framework. Two different products at two different price points.
Approximately $0.18 per full run on your own Anthropic API key. The harness makes 20-25 API calls per run (mixed Sonnet 4.5 and Haiku 4.5). Anthropic gives new accounts $5 in free credits, which covers about 25 runs.
You need to be comfortable running Python from a terminal. You don't need to be a senior engineer. The setup guide walks you through every step including installing Python (if you don't have it), getting an Anthropic API key, and running the validation script. Total setup time is about 10 minutes.
Lite is the verification framework — code that helps you trust ANY AI output (customer support chat, lead scoring, AI-drafted reports, anything). Pro ($497) is the production lead-generation pipeline that uses this framework end-to-end: 13 lead-source scrapers, AI personalization with non-SaaS chain fallback, LinkedIn engagement add-on, Streamlit dashboard, full deployment automation, and a 30-minute walkthrough call.
Yes. You can use the code commercially, modify it, ship it as part of your own product, fork it. No attribution required (though we'd appreciate a mention if you find it useful). You may NOT redistribute the framework as your own paid product or course.
You'll get a welcome email with the download link, and 2-3 follow-up emails over the first 2 weeks with framework adoption tips. After that, occasional updates only. You can unsubscribe at any time with one click. We do not sell or share your email. See our privacy policy.
This is the free tier. There's nothing to refund. If you have feedback or hit a wall, email [email protected] and we respond within 48 hours. If you discover a real bug, we fix it and credit you in the next version.