# ChatGPT Capability Assessor Email Drip ## Email 1: The Overestimation Problem **Subject:** Your team's ChatGPT capabilities are probably wrong We talk to 20 companies a week evaluating Claude, ChatGPT, and other LLMs. Consistent pattern: technical teams overestimate what the models can actually do reliably. Hallucinations in production. Prompts that work in demos but fail on real data. Budget blown on expensive APIs for tasks that don't actually need them. The issue: there's no systematic way to test what a model is *actually* capable of doing for YOUR use case. Maybe worth 15 minutes to see what we built. ChatGPT Capability Assessor --- ## Email 2: How This Works **Subject:** What the assessment actually does We built a guided framework that walks your team through realistic ChatGPT tests. Not benchmarks. Not marketing demos. Real-world tasks that matter to your business. Instead of "GPT-4 gets 96% on MMLU," you get: - Does it handle YOUR data format? - How does it fail on edge cases YOU care about? - What's the actual cost per use for your volume? - Where do you need fallbacks? It takes 2-3 hours per assessment. Saves months of trial and error. Want to walk through an example? --- ## Email 3: What Teams Actually Find **Subject:** The surprising part We ran assessments with a dev team at a mid-market logistics company. They thought ChatGPT could handle their address parsing. It couldn't reliably. They thought it couldn't do regulatory compliance checks. It could. Result: $400K budget reallocated. Half went to simpler tools. Half to human review of edge cases. That's the value: clarity. Not hype. Not "what if." Exactly what works. The full assessment deck is 20 pages. Sometimes it kills projects. Sometimes it unlocks them. --- ## Email 4: The "We Can Figure This Out" Question **Subject:** Why this beats doing it in-house You could run your own tests. You'd discover the same things. Takes your team longer, costs more to experiment, and you're learning from scratch. Our framework captures what we've learned from 200+ assessments across finance, SaaS, logistics, legal, and healthcare. You get the patterns. You skip the dead ends. Also: you get a document your stakeholders can trust. "The assessment says" carries weight. Internal analysis sometimes doesn't. --- ## Email 5: Next Step **Subject:** Let's assess one project If you've got a specific use case in mind—document processing, customer support, code generation, whatever—let's run a focused assessment. 2 hours, straightforward process, you get back either "go build" or "here's what won't work and why." Not trying to sell you something you don't need. Just trying to save you from betting on the wrong approach. Available next week. Interested?