Carwise

Current truth

  • Stage: warm beta/prospect conversation. andre-broekman wants help understanding and improving AI-app discoverability; Ghostteam offered an early-partner / beta path when the platform is ready.
  • Product: automotive marketplace app at getcarwise.app, built by Andre on Fractal. It is not a standard listing carousel; the app tries to guide car buyers through evaluation and comparison.
  • Monetization: affiliate/link-out model. Carwise uses vehicle data from an AutoDev/Auto.dev-style API and sends users to the underlying listing/dealer via “check availability”; exact affiliate partner name is garbled in the transcript.
  • Differentiation: richer buying-assistant tools than generic car-listing apps: risk analysis, cost of ownership / affordability, side-by-side comparison, garage/save flow, vehicle detail views, labels/buttons for comparison, and availability/dealer link-out.
  • Current technical state: ChatGPT integration was partially broken on the call: listing results were failing, while at least one risk-analysis path appeared to work. Andre thought this may be related to the ChatGPT resubmission flow forcing live-code changes before a new version is approved.
  • Claude state: Andre said the Claude version was under review / pending approval and also described an iOS-only issue with the Fractal app in Claude. Exact approval/live state needs clarification.
  • Discovery thesis: Carwise is unlikely to beat major marketplaces on generic “show me cars” prompts, but may have a strong shot on intent-rich prompts such as low-risk, low monthly cost, total cost of ownership, or comparison-oriented car-buying journeys.
  • Ghostteam fit: automotive currently has limited Claude benchmark coverage because there may be no comparable automotive connectors live there. Best next step is an automotive-specific diagnosis before onboarding Andre.

Open questions

  • What is the exact affiliate partner / monetization route? Transcript garbles this as “eight months” / “admins.”
  • What is Carwise’s current Claude status: pending review, approved but buggy, or surfaced in some limited mode?
  • Is the ChatGPT app still broken, and was the failure caused by the second-version submission process?
  • Are there enough automotive competitors/connectors on Claude or ChatGPT to make benchmark testing useful immediately?
  • Which comms channel should Ghostteam use with Andre: Slack, WhatsApp, or another lightweight option?

Timeline

  • [2026-06-23] (call) andre-broekman and elliot-garreffa discussed Carwise’s ChatGPT/Claude app, current ranking/discovery questions, and whether Ghostteam can help. Andre showed Carwise’s richer vehicle-shopping tools and described the current broken ChatGPT listing behavior, a Claude/iOS issue, and the ChatGPT second-version submission problem where he could not change the MCP URL without updating live code first. Elliot explained the two discovery layers: pre-connection organic discovery and post-connection selection among connected apps; noted ChatGPT already chooses organically among connected apps and may fall back when Carwise fails; proposed beta access / an early-partner discount once Ghostteam can run an automotive-specific diagnosis.