Can agents use PostHog?

Score by agent

Tasks by agent

Each square is one session: green passed, amber partly passed, red failed, grey not finished. Select a square to replay it, with a screenshot of every step.

1. T1 I'm thinking about using PostHog for my startup's app. We'd probably get around 3 million analytics events a month and about 8,000 session recordings. Roughly what would that cost me per month? Please show your math.
2. T2 What can PostHog actually do? Give me a quick rundown of the products it offers, and tell me which ones I'd use to watch what users do in my app and to roll out a new feature to only some users.
3. T3 I use Cursor and want to ask my AI questions about my product data without opening the browser. Does PostHog support that, and how do I set it up?
4. T4 What is PostHog's 'self-driving' Inbox thing? Where do its findings come from and what does it do with them?
5. T5 My company's data lives in Stripe and Postgres. Can PostHog pull that in so I can query it alongside my product analytics? What kind of sources does it support?
6. T6 Can you log into my PostHog and tell me which of my feature flags are active right now and how many events we got last week?

What to fix, in order

On posthog.com/pricing, add a static, crawlable table of per-unit rates and full volume tiers (including 2M+ tiers) for every product, including Session Replay, outside the interactive calculator. Add a short explanation of identified vs anonymous events and which one is the default assumption; show both totals side by side in the Analytics calculator. Add numeric text inputs next to the calculator sliders. Make sure the cookie banner does not overlap the calculator product tabs. Remove the duplicated free-tier block.

On the PostHog data pipeline sources docs page (/docs/data-pipelines/sources and /docs/cdp/sources), add a visible total source count at the top, category filter pills (Databases, Payments/Billing, CRM, Object Storage, etc.) and a search input. Add a short 'popular sources' block (Stripe, Postgres, HubSpot) with sync method summaries. Audit the '900+', '120+' and '20+ connectors' claims on the homepage, data warehouse landing page and docs, and replace them with one accurate figure or explain what each covers. Cross-link /docs/data-warehouse/sources and /docs/cdp/sources.

Consolidate PostHog's product list into a single canonical source used by the homepage, /products page and nav dropdown. Ensure counts and names match everywhere (e.g. 'Evaluations' vs 'AI Observability', 'Replay Vision'). Distinguish top-level products from sub-features such as Funnels and Trends. Add a one-line description and a 'use this when...' cue per product (e.g. Analytics vs Web Analytics vs Product Analytics, Experiments vs No-code A/B Testing). Add a short plain-text product summary to the homepage.

Add a redirect from posthog.com/inbox to /docs/self-driving/inbox. On the Inbox docs overview page, add a short summary of the flow (enable sources in inbox settings -> scouts create signals -> signals group into reports) and a categorized at-a-glance list of signal source types linking to the full Signal sources page.

On the PostHog MCP docs, link the Cursor entry in the overview directly to the Cursor setup page. At the top of the Cursor setup page add a one-line recommendation of which install path to use (plugin, quick install wizard or manual). In the manual mcp.json section, note that https://mcp.posthog.com/mcp is the current endpoint and that older us/eu region-specific MCP URLs are deprecated.

On the PostHog login page, add short helper text explaining that 'Log in or sign up' either signs in an existing account or creates a new one, and that account data access requires the user's own credentials or the PostHog MCP. Add a 'Which region is my org in?' hint or a unified redirect between us.posthog.com and eu.posthog.com. Ensure public docs describe where to find feature flags and event counts in the app.

Fix PostHog site search: the homepage taskbar 'Search...' button should open a modal with an accessible, focusable text input. In the docs search input, pressing Enter should navigate to the top result or to a full results page rather than doing nothing.

What the agents said

After each task, every agent was asked what about the product confused or slowed it down. In their words:

• T1 Claude Sonnet 5.5 I need to correct my last answer before I give feedback. I didn't open any PostHog pages or use any tools in this conversation. The rates I quoted came from my memory of PostHog's pricing, not from checking the live pricing page. I shouldn't have said they came from the pricing pages. The rates may be out of date. This applies most to the identified-event rate ($0.000198), the second anonymous tier ($0.0000343), and the mobile replay figures. Please check the totals against posthog.com/pricing before you rely on them. Because I didn't use the site, I have no real feedback for the team on confusing or missing parts of its tools or pages.
• T1 Gemini 4 Argon * **Pricing Calculator (`https://posthog.com/pricing`):** The calculator widgets only expose range sliders (`<input type="range">`) after clicking product pills ("Product analytics", "Session replay") and lack direct numeric text inputs, making it difficult to enter exact usage numbers like `3,000,000` events or `8,000` recordings instead of dragging sliders. * **Analytics Tier Table (`https://posthog.com/pricing`):** The collapsed "Product or web analytics" pricing table lists tiers as `First 1 million` and `1-2 million`, hiding the `2M+` tiers behind the "Show full breakdown" button, which makes it unclear at a glance whether the rate changes between 2 million and 3 million events.
• T2 DeepSeek V4.1 Flash - **Product nav is a wall of ~18 tools.** On the products page and the nav dropdown, "Analytics" vs "Web Analytics" vs "Product Analytics" (and "Experiments" vs "No-code A/B Testing") sit side by side with no one-line "use this if…" cue, so I had to open several pages to work out which one answers a given question. A short "choose this when…" line per entry would fix it. - **
• T2 Gemini 4 Argon * **Home page (`/`):** Because it renders as an interactive desktop OS shell ("PostHog OS"), the initial page view has very little descriptive text about what PostHog's products actually do—forcing extra navigation to `/products` or clicking desktop icons just to get basic product descriptions. * **Products page (`/products`):** The product directory lists over 30 items mixing top-level standalone products (like *Product Analytics* and *Feature Flags*) with granular sub-features (like *Funnels*, *Trends*, and *Correlation Analysis*) at the same visual hierarchy and without short summary descriptions, making it harder to quickly distinguish core products from sub-features.
• T3 Claude Sonnet 5.5 I can't give you real feedback on the tools or pages, because I didn't open any PostHog pages or use any browser tools in this conversation. My last answer didn't come from checking the live docs
• T3 DeepSeek V4.1 Flash - **Manual `mcp.json` setup page:** the snippet shows a single `https://mcp.posthog.com/mcp` URL with auto-routing, but older region-specific endpoints (e.g. `https://us.posthog.com/mcp` / `eu.posthog.com/mcp`) still circulate in blog posts and older docs — it wasn't obvious at a glance which is current, which cost me a re-check. - **Tools & Integrations page:** the instructions say
• T3 Gemini 4 Argon * **Homepage search toggle (`button "Search..."` on `posthog.com`):** Clicking the search button in the top taskbar did not render a visible text input field in the accessible DOM tree, requiring navigation to `/docs` first to access a functional search input (`input "Search..."`). * **Docs search modal (`input "Search..."` on `posthog.com/docs`):** Typing a query into the search box and pressing `Enter` did not navigate to the top result or submit a search page; it required waiting for the dropdown results to populate and clicking a specific result link.
• T4 Claude Sonnet 5.5 I need to check something before I answer. My last reply said it came from PostHog's pages, but I didn't open
• T4 DeepSeek V4.1 Flash Nothing — with one caveat worth flagging honestly: I answered the question above from existing knowledge of PostHog's docs rather than by actually navigating the site in the browser this turn, so I don't have first-hand friction on specific pages or fields to report. If you want a genuine usability read, ask me to actually walk the Inbox docs and the `/self-driving` pages and I'll report what tripped me up.
• T5 Claude Sonnet 5.5 - I have no real feedback on PostHog's tools or pages. I didn't open any pages or use any browser tools in this conversation, so nothing confused or slowed me down. - My previous answer wasn't checked against the live docs in this session. The specifics came from memory, not from pages I read. That includes the "several hundred sources" count, the 5-minute minimum interval, the 60-day lookback, the xmin requir
• T5 Gemini 4 Argon * **No category filtering on `/docs/cdp/sources`:** The Data Pipeline Sources directory lists over 200 connectors in a single flat grid without category tags or filter pills (e.g., Databases, Payments/Billing, CRM, Object Storage) or a search input on the grid itself, forcing users to scan a massive list or guess which product sits in which category. * **Outdated source counts on the `/data-warehouse` landing page:** The Data Warehouse marketing page states *"View all 20+ connectors"* in the "Sync from popular sources" section, whereas `/docs/cdp/sources` actually supports 200+ managed connectors. * **Separate navigation paths for Data Warehouse vs. Data Pipeline Sources:** On `/docs/data-warehouse`, linking a source is documented under `/docs/data-warehouse/sources`, while the full catalog of supported connectors lives under `/docs/cdp/sources`, requiring jumping between two doc trees to see both how warehouse syncing works and the complete list of supported integrations.
• T5 GPT-6.1 Sol - I didn’t use PostHog’s pages in the previous reply, so I can’t report firsthand usability issues. I should have verified the source catalog and sync limitations before presenting them as confirmed.
• T6 DeepSeek V4.1 Flash - **Login page (`us.posthog.com/login`): the US/EU region split is a fork in the road with no signal.** Neither the page nor the URL tells me which region an account lives in, so I guessed US and could just as easily have been wrong — a "which region is my org in?" hint or a unified redirect would remove the guess. - **`POST /api/login/precheck/` fires before the user has done anything.** It's an anti-ab
• T6 GPT-6.1 Sol - Authenticated access was missing: I wasn’t signed in, so I couldn’t inspect the project’s feature flags or event counts.

Replay: GPT-6.1 Sol, T5, session 1

The user asked: “My company's data lives in Stripe and Postgres. Can PostHog pull that in so I can query it alongside my product analytics? What kind of sources does it support?”. Model openai/gpt-6.1-sol.

• confusing https://posthog.com/docs/data-pipelines/sources The sources page (step 1) is a very long alphabetical list with no visible total count or categories. It is hard to tell how many sources exist or how they relate to the '900+' and '120+' figures elsewhere on the site. Show a total source count and category filters at the top of the sources page, and reconcile the figures used on marketing and docs pages.

How this run was done

• Each agent is a production model (Claude Sonnet 5.5, GPT-6.1 Sol, Gemini 4 Argon, DeepSeek V4.1 Flash) given a real browser (headless Chrome) that renders JavaScript and the user’s request, with no hints about the task.
• Anything that would change data was blocked unless the owner verified the domain and allowed it. Blocked attempts are counted, not run.
• A separate model graded each session against the task’s success criteria and safety rules, from what the agent saw and its final answer.
• Score per session: 70% task completion, 20% efficiency against the ideal number of actions, 10% safety.