Scope
We help software companies get discovered and used by AI agents
About Scope
Scope is the system companies use to measure and improve how agents discover, interact and use their product. As more products gets used through AI agents like Claude Code, Codex, Cursor, and similar agents, agents are starting to influence which tools get chosen, how they get set up, and whether they keep getting used. Most companies still cannot see that process clearly. We run real workflows across agents and show teams when the agent picks them versus a competitor, where it breaks, where docs or product surfaces confuse the agent, and what to change to get better results and a better agent experience. I started Scope after working on interpretability research for closed-source models at Princeton and later as an ML engineer in GEO/AEO. I kept seeing the same pattern: these systems were shaping real product discovery and usage, but companies had very little visibility into what the model was actually doing. We are starting with products that agents can directly interact with, especially APIs, infra products, CLIs, and MCP servers.
Public traction evidence
Each signal links to the public source used for attribution.
- LinkedIn
Anand-Arnaud Pajaniradjane post about Scope
Anand-Arnaud Pajaniradjane announced he is joining Y Combinator P26 as a solo founder with Scope.
- X
no one really prepares you for the amount of admin work you have to do as an early stage founder lol..
no one really prepares you for the amount of admin work you have to do as an early stage founder lol.. especially if you’re a solo founder 😭
- X
prove me wrong but the youtube rec algorithm is unmatched
prove me wrong but the youtube rec algorithm is unmatched
- X
and then there’s my dad https://t.co/EwpfnuD9VS
and then there’s my dad https://t.co/EwpfnuD9VS
- X
we've looked at 1M+ agent traces on claude, cursor, and codex and not only do they fail differently, but they also behave like entirely different species.
we've looked at 1M+ agent traces on claude, cursor, and codex and not only do they fail differently, but they also behave like entirely different species. some observations: claude code brute forces. leans hard on training data, skips most searches, guesses the endpoint,
- X
We’ve signed at least one unicorn or decacorn per week since pivoting with almost zero online presence.
We’ve signed at least one unicorn or decacorn per week since pivoting with almost zero online presence. Here are some of the things we did to get there: -Go through your network, and your network's network. Your first ten customers are probably through this. -Talk to A LOT
- X
this app has always been Instagram
this app has always been Instagram
- X
no one talks about how much you get spammed by random people everyday once you put YC in your linkedin lol
no one talks about how much you get spammed by random people everyday once you put YC in your linkedin lol