See Every Agent Decision
MCP logging SDK and paid observability dashboard targeting AI agent development teams.
Every artifact below transfers to your accounts on day one. The whole engine.
Custom scope to take Session Lens from MVP shell to operating business.
MCP adoption is accelerating as enterprises build production agents. The free SDK can create network effects and credibility within AI developer communities. Existing vendors like Langfuse are slow to support MCP tool-call tracing. A focused $79-149/mo dashboard can capture 5-8% of free users if positioned correctly. Year 1 revenue of $72k mid-case suggests achievable early traction and path to profitability with disciplined CAC management.
Anthropic or existing players like Langfuse could ship native MCP observability, instant commoditization. Developers show strong preference for free logging and self-parsing. Conversion from free to paid is unproven and industry precedent suggests sub-2% rates. Enterprise deals stall without SOC2 compliance and data residency controls. The 13% success probability reflects these headwinds. Year 1 losses of $15k on $24k investment suggest capital runway pressure.
Ideal operator is a technical founder or agency lead with direct access to AI developer communities: Y Combinator alum, speaker at LLM conferences, or head of dev relations at an AI platform. Must be comfortable with open-source support burden and willing to spend 6-12 months proving unit economics before Series A. Existing customer relationships in the AI tooling space accelerate traction.
From contract signing to operating business.
Three ways in, depending on how much you want to build yourself.
Read the full buyer brief on every product in the catalog. All Fermi math, all agent specs, all sales kits, all skeptic memos. Cancel any time.
The full asset bundle transfers to your accounts. Brand, domain, landing, agent spec, financial model, sales kit, founder persona, video. You own it.
A Roll Digital chief operator builds Session Lens for you. AI-amplified: unlimited Claude + Codex tokens. What used to take weeks, days at our speed.