--- title: Using Claude and ChatGPT for Prospect Analysis type: article created: '2026-04-05' updated: '2026-04-05' source_docs: - raw/2025-11-12-sales-standup-101039374.md tags: - ai-tools - claude - chatgpt - prospecting - seo - outreach - workflow layer: 2 client_source: null industry_context: null transferable: true --- # Using Claude and ChatGPT for Prospect Analysis AI tools can dramatically compress the time needed to develop meaningful prospect insights. Used together, Claude and ChatGPT serve complementary roles in the [[wiki/knowledge/sales/insight-driven-outreach]] workflow: Claude for rapid company profiling from a URL, and ChatGPT for interpreting visual SEO data into agency-focused verdicts. ## Claude: Company Profiling from a URL The fastest way to understand a prospect's business model, market position, and recent news is to hand their URL directly to Claude. **Prompt pattern:** > "Tell me about this company: [URL]" Claude will read the site and return a structured summary covering: - Core product or service offering - Target market and distribution model - Recent news or expansion activity (e.g., new retail partnerships) - Key differentiators and brand positioning **Why this works:** It replaces manually clicking through every page of a website. In under a minute you have enough context to speak intelligently about the prospect's business — including details (like a Whole Foods expansion or a B2B distribution model) that would be easy to miss in a quick browse. **When to use Gemini instead:** Gemini tends to perform better when you need real-time web search results alongside the site content. For most company profiles, Claude is sufficient. ## ChatGPT: Evaluating Ahrefs Screenshots ChatGPT's vision capability makes it well-suited for interpreting full-page SEO dashboard screenshots and returning an agency-focused verdict. ### Capture the Data Use the **Awesome Screenshot** Chrome extension to take a full-page scrolling screenshot of the Ahrefs Site Explorer overview for the prospect's domain. This captures the entire dashboard — traffic trends, keyword counts, domain rating, backlink profile, and competitor data — in a single image. ### Prompt for an Agency Verdict Paste or upload the screenshot into ChatGPT and ask it to evaluate the prospect from a digital marketing agency's perspective. A well-configured ChatGPT (see [[wiki/knowledge/ai-tools/chatgpt-custom-instructions]]) will return analysis structured around: - **Overall SEO health** — domain rating, authority headroom, backlink quality - **Traffic trends** — growth, stagnation, or decline patterns and likely causes - **Keyword opportunity** — positions 11–20 as quick wins, traffic capture rate vs. keywords ranked - **Paid search gaps** — absence of PPC spend as a double opportunity - **Competitive context** — how the prospect stacks up against named competitors - **Client fit verdict** — a plain-language summary of whether and why to pursue the prospect **Example output (Twisted Alchemy):** ChatGPT identified that the prospect ranked for 898 keywords but only captured traffic from 42% of them, averaged position 16 (bottom of page 2), had a keyword difficulty average of 5.96, and spent nothing on paid search. It concluded: *"a very promising mid-market prospect — healthy but under-optimized authority, no paid search spend, and a clear need to invest to keep up with competitors."* ### Why Screenshots Over Raw Exports CSV exports from Ahrefs can cause formatting issues when pasted into AI chat interfaces. PDF exports are more reliable, but a full-page screenshot is faster and preserves the visual context (charts, trend lines) that helps the model interpret trajectory, not just point-in-time numbers. ## Configuring ChatGPT for Agency Context ChatGPT's output quality improves significantly when it understands your role. Without context, it may frame analysis for a general audience rather than an agency evaluating a sales prospect. Two approaches: 1. **Custom Instructions (preferred):** Go to Settings → Personalization → Custom Instructions and describe your role (e.g., "I run a digital marketing agency. I use this tool to evaluate potential clients for cold outreach. Always frame analysis from the perspective of an agency assessing whether and how to pitch a prospect."). After a few weeks of use, the model internalizes this context. 2. **Session prompt:** At the start of each conversation, include: *"I am a marketing agency doing cold outreach. Evaluate this prospect from the perspective of an agency deciding whether to pitch them."* ## Workflow Integration These AI steps fit between the [[wiki/knowledge/sales/ahrefs-prospect-research]] and [[wiki/knowledge/sales/spyfu-competitor-analysis]] steps in the full research workflow: 1. Visit the prospect's website — note any obvious technical issues (e.g., missing naked domain redirect) 2. **Claude:** Paste the URL → get company profile 3. Ahrefs: Run Site Explorer → export keyword data 4. **ChatGPT:** Upload full-page Ahrefs screenshot → get agency verdict 5. SpyFu: Pull competitor traffic trends 6. Consolidate all findings into a prospect Google Doc (e.g., "Twisted Alchemy Insights - 1125") The entire process — including both AI steps — takes 10–15 minutes per prospect. ## Key Insight The value of these tools is not automation — it's compression. You still make the judgment calls. Claude and ChatGPT eliminate the time spent reading every page of a website or manually interpreting a dashboard, so you arrive at the prospect conversation with specific, data-backed observations rather than generic talking points. > "You rank for almost 900 keywords, but only 42% of those keywords generate traffic. With strategic optimization of your position 11–20 keywords alone, you can deliver 5,500 additional visitors monthly, worth approximately $330,000 in annual revenue." That kind of specificity — generated in minutes — is what makes insight-driven outreach work. ## Related - [[wiki/knowledge/sales/insight-driven-outreach]] - [[wiki/knowledge/sales/ahrefs-prospect-research]] - [[wiki/knowledge/sales/spyfu-competitor-analysis]] - [[wiki/knowledge/ai-tools/chatgpt-custom-instructions]] - [[wiki/clients/twisted-alchemy]] - [[wiki/meetings/2025-11-12-sales-standup]]