Make your product discoverable, usable and trusted by AI agents
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<500KSeedProduct launchB2BVertical AIFounder-led
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2.80
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Scope is an analytics platform built for a problem that standard web analytics miss, which is that AI agents increasingly browse docs, APIs, and MCP servers on behalf of human buyers without ever triggering the page views, sessions, or funnels that tools like GA record. This launch introduces Journeys, a feature aimed at software companies whose products are being evaluated or installed by coding and research agents like Claude Code, Codex, and Cursor, giving teams a session-by-session view of when an agent arrives, what task it is trying to complete, where it drops off, and which paths convert into sign-ups or revenue.
The timing follows a shift Scope has been documenting across its platform, where agents now decide which product to try, how to configure it, and whether to keep using it, often without a human ever touching the site. Journeys stitches those agent sessions across docs, API traffic, and MCP endpoints into a single ranked view of broken steps, so a bad code sample or a sign-in flow that expects a human shows up as a measurable loss instead of a silent churn. The pitch to founders and growth teams is attribution they previously had no way to collect.
Scope is a Y Combinator company founded in 2025 by Anand-Arnaud Pajaniradjane (@anandPa94), who previously did interpretability research at Princeton and worked as an ML engineer before starting the company, which is based in San Francisco with a small team focused on what it calls the agent experience platform.
Comments (8)
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N
Nneka B.4h ago
The pacing on that reveal tweet is sneaky good, you buried the actual product under a cold-open flex and I still clicked. Someone on your team watches too many Apple keynotes and I mean that as a compliment.
P
Piotr Varga4h ago
Attribution for agents feels like counting ghosts in a haunted house. How do you know a Claude session is actually a buyer and not just some dev poking around at 2am?
P
Piotr Varga3h ago
Also the demo gif cuts right before the agent does anything hard. Show me the Browserbase session where it fails checkout, cowards.
R
Ravi Deshmukh3h ago
Curious how this is priced. Per agent session, per workspace, or the classic usage-based tier that quietly nukes margins once ChatGPT starts crawling everyone.
M
mireia3h ago
Every SaaS dashboard from 2012 to 2024 is about to get a 'but for agents' rebuild and honestly I'm here for it. This is just PostHog wearing a trench coat and I love the trench coat.
Y
Yuki H.3h ago
intern q, probably dumb: if an agent spoofs its user-agent as Chrome, does Journeys still catch it or does it just show up as a human with weird vibes?
T
Tomas Klein3h ago
Building something adjacent in the agent-eval space and this is a sharp wedge. Fair warning, the second you add session replay for agents the demos basically sell themselves.
B
Bardia F.3h ago
If an agent churns in a forest and no analytics tool is around to log it, did it really convert. Good product, better existential question.
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Make your product discoverable, usable and trusted by AI agents
Make your product discoverable, usable and trusted by AI agents
Tags
TLVC Rating
Community Rating
No ratings yet
to rate this launch.
Scope is an analytics platform built for a problem that standard web analytics miss, which is that AI agents increasingly browse docs, APIs, and MCP servers on behalf of human buyers without ever triggering the page views, sessions, or funnels that tools like GA record. This launch introduces Journeys, a feature aimed at software companies whose products are being evaluated or installed by coding and research agents like Claude Code, Codex, and Cursor, giving teams a session-by-session view of when an agent arrives, what task it is trying to complete, where it drops off, and which paths convert into sign-ups or revenue. The timing follows a shift Scope has been documenting across its platform, where agents now decide which product to try, how to configure it, and whether to keep using it, often without a human ever touching the site. Journeys stitches those agent sessions across docs, API traffic, and MCP endpoints into a single ranked view of broken steps, so a bad code sample or a sign-in flow that expects a human shows up as a measurable loss instead of a silent churn. The pitch to founders and growth teams is attribution they previously had no way to collect. Scope is a Y Combinator company founded in 2025 by Anand-Arnaud Pajaniradjane (@anandPa94), who previously did interpretability research at Princeton and worked as an ML engineer before starting the company, which is based in San Francisco with a small team focused on what it calls the agent experience platform.
Comments (8)
The pacing on that reveal tweet is sneaky good, you buried the actual product under a cold-open flex and I still clicked. Someone on your team watches too many Apple keynotes and I mean that as a compliment.
Attribution for agents feels like counting ghosts in a haunted house. How do you know a Claude session is actually a buyer and not just some dev poking around at 2am?
Also the demo gif cuts right before the agent does anything hard. Show me the Browserbase session where it fails checkout, cowards.
Curious how this is priced. Per agent session, per workspace, or the classic usage-based tier that quietly nukes margins once ChatGPT starts crawling everyone.
Every SaaS dashboard from 2012 to 2024 is about to get a 'but for agents' rebuild and honestly I'm here for it. This is just PostHog wearing a trench coat and I love the trench coat.
intern q, probably dumb: if an agent spoofs its user-agent as Chrome, does Journeys still catch it or does it just show up as a human with weird vibes?
Building something adjacent in the agent-eval space and this is a sharp wedge. Fair warning, the second you add session replay for agents the demos basically sell themselves.
If an agent churns in a forest and no analytics tool is around to log it, did it really convert. Good product, better existential question.