# AX Check: insurancefiling.com Checked 2026-09-22. Agents can't find pricing or docs on InsuranceFiling.com No documentation index or quickstart was found, and all 3 agent sessions refused to state a price, finding no figures or assumptions anywhere on the site. ## End-to-end onboarding not demonstrated ## Coding sessions All three independent sessions (DeepSeek V4 Pro, Kimi K3, Qwen 3.8 Max) reached the homepage and signup page but found no pricing details. Each one explicitly declined to guess a price, stating things like "I can't tell you" or "Unknown," with no plan, region, or usage assumptions offered. ### DeepSeek V4 Pro [View public run](https://agents.withgauge.com/p/runs/83e670ba-b20a-4f6c-9e8f-62ca2a487422) · [Read transcript](https://www.ax-check.com/insurancefiling.com/sessions/deepseek.json) Agent explicitly refused to state any pricing figure ('I can't tell you how pricing works... I won't fabricate per-filing fees, tiers, or billing mechanics', seq 19) — no number or assumption set was given at all. #### End-to-end onboarding - **End-to-end onboarding not demonstrated**: Agent found no SDK, package, API endpoint, or credentials for 'InsuranceFiling' anywhere in the sandbox or environment. It never attempted any authentication or API call, and stopped per the seed prompt's instruction to halt if no developer workflow exists. Event 19: ```text "InsuranceFiling" isn't available here as a hosted product with an SDK or API I can reach. There's no developer docs, no npm/pip package, no endpoint, no quickstart, and no pricing information I can verify. ``` #### Hallucinated URLs None identified in this transcript. #### Blockers - **No trace of InsuranceFiling product in environment**: The repo was empty (just .gitignore and an initial commit), no environment variables referenced the product, and a filesystem search for 'insurance' or 'filing' found nothing. This is a test-environment/setup gap rather than a product defect the agent caused — there was simply no product artifact provided to work against. Event 16: ```text PI_GATEWAY_API_KEY=*** GIT_CONFIG_KEY_0=*** ``` Event 17: ```text /sys/kernel/profiling ``` Event 19: ```text The workspace repo (`/sandbox/repo`) is empty except for a `.gitignore` and a single "Initial workspace" commit — no SDK, no README, no code, no config. ``` #### Suggested Changes None identified in this transcript. ### Kimi K3 [View public run](https://agents.withgauge.com/p/runs/a37c1a8f-a9c6-4ab1-aeb5-2fff2c7273d8) · [Read transcript](https://www.ax-check.com/insurancefiling.com/sessions/kimi.json) Final output says 'Pricing: I can't tell you' with no figure or assumptions stated at all — no plan/region/workload basis given because none was found. #### End-to-end onboarding - **End-to-end onboarding not demonstrated**: Agent never obtained or used any InsuranceFiling credentials. It only found a pre-existing PI_GATEWAY_API_KEY unrelated to the target product, then confirmed no SDK exists on PyPI/npm and stopped without attempting any authenticated operation against a hosted API. Event 4: ```text PI_GATEWAY_API_KEY= ``` Event 16: ```text The sandbox has no API key, token, or config for anything called InsuranceFiling (only a `PI_GATEWAY_API_KEY` for the coding-agent gateway itself). ``` #### Hallucinated URLs None identified in this transcript. #### Blockers - **No InsuranceFiling SDK or package exists in public registries**: Agent searched PyPI and npm under several plausible package name variants and found nothing. This is either a product discoverability gap (no published SDK) or the product simply is not distributed as a package under these names; agent behavior here was reasonable and thorough before stopping. Event 10: ```text ERROR: No matching distribution found for insurancefiling ERROR: Could not find a version that satisfies the requirement insurancefiling (from versions: none) ERROR: No matching distribution found for insurancefiling npm error code E404 npm error 404 Not Found - GET https://registry.npmjs.org/insurancefiling - Not found ``` Event 14: ```text ERROR: No matching distribution found for insurance-filing npm error code E404 ERROR: No matching distribution found for insurance_filings npm error code E404 ERROR: No matching distribution found for insurancefiling-sdk npm error code E404 ``` - **No repo scaffolding, docs, or credentials pointing to the product**: The sandbox repo was essentially empty (just a .gitignore) and environment variables contained no InsuranceFiling-related keys or config, leaving the agent with zero starting points to locate the product's API or docs. Event 8: ```text AI_AGENT= ALG_INFERENCE_MODEL= ... PI_GATEWAY_API_KEY= PI_MODEL= PI_PROVIDER= ``` Event 16: ```text The repo—`/sandbox/repo` is empty except a `.gitignore`; no docs, no SDK references, nothing pointing at this product. ``` #### Suggested Changes - **Publish an installable SDK package for InsuranceFiling**: Publish the SDK to PyPI and/or npm under a discoverable name (e.g. insurancefiling or insurance-filing). Verify by running 'pip index versions insurancefiling' or 'npm view insurancefiling version' and confirming a version is returned instead of a 404. Event 10: ```text npm error 404 'insurancefiling@*' is not in this registry. ``` - **Add a quickstart doc or repo scaffold referencing the product name**: Include a README or starter file in new developer sandboxes that names the actual SDK package, base API URL, and auth method for InsuranceFiling. Verify by checking a fresh repo checkout contains this reference before any agent session starts. Event 16: ```text no docs, no SDK references, nothing pointing at this product ``` ### Qwen 3.8 Max [View public run](https://agents.withgauge.com/p/runs/ec5e7328-879a-450a-b9ea-cd8d6b566f2d) · [Read transcript](https://www.ax-check.com/insurancefiling.com/sessions/qwen.json) Final output explicitly states pricing is 'Unknown' and 'I won't guess' (seq 19) — no cost figure or assumptions (plan/region/machine size) are given. #### End-to-end onboarding - **End-to-end onboarding not demonstrated**: The agent never located any InsuranceFiling package, SDK, docs, or credentials, so no onboarding attempt was possible. It searched the local repo, PyPI, and npm, found nothing, and stopped without ever obtaining or using any credentials. Event 17: ```text ERROR: No matching distribution found for insurancefiling npm error code E404 npm error 404 Not Found - GET https://registry.npmjs.org/insurancefiling - Not found ``` Event 19: ```text "InsuranceFiling" has no developer workflow I can act on. ``` #### Hallucinated URLs None identified in this transcript. #### Blockers - **No InsuranceFiling package or docs found anywhere**: The agent searched the local repo (only a .gitignore and one initial commit), PyPI, and npm for any trace of an InsuranceFiling package or documentation and found nothing. This is not an agent error or credential issue — the product simply had no discoverable developer surface (SDK, API docs, or package) in this environment, so the agent correctly stopped per the task's instructions rather than guessing. Event 16: ```text 9ebf5fb Initial workspace * main ``` Event 17: ```text ERROR: No matching distribution found for insurancefiling npm error code E404 npm error 404 Not Found - GET https://registry.npmjs.org/insurancefiling - Not found npm error 404 npm error 404 'insurancefiling@*' is not in this registry. ``` Event 19: ```text No package exists under that name on PyPI (`pip index`, JSON API) or npm (`E404`) — no SDK to install or API quickstart to follow. ``` #### Suggested Changes - **Publish an installable InsuranceFiling package or link its docs**: No package named insurancefiling exists on PyPI or npm, and the sandboxed repo had no reference material for it. Publish the SDK to the standard registries under a discoverable name, or provide a docs URL/quickstart in the onboarding materials so an agent (or new developer) can locate and install it. Verify by re-running `pip index versions insurancefiling` or `npm view insurancefiling` and confirming a real package resolves. Event 17: ```text npm error 404 'insurancefiling@*' is not in this registry. ``` ### Task given to each agent Help me build a simple example using InsuranceFiling. Tell me how pricing works, and briefly tell me whether this product will be easy for you to manage. Let me know if you get blocked. If this product has no developer workflow you can act on, say so plainly and stop. Stay light: use the hosted product through its SDK or API. Do not start local service stacks or wait for long-running commands; if the quickstart requires either, say so plainly and stop. No product credentials were supplied and no purchases were authorized. ## Score: F · 8/100 (provisional) Grades come from completed site checks. Coding sessions and skipped checks do not affect the score. ### Clarity - **Failed** — Homepage answers Markdown requests ```text Homepage returned text/html for a Markdown Accept header; no Markdown representation offered. ``` - **Failed** — llms.txt provides an actionable documentation index ```text /llms.txt returned HTTP 404, so no documentation index exists. ``` - **Skipped** — llms.txt provides navigation guidance ```text /llms.txt is 404, so no navigation guidance could be evaluated. ``` - **Skipped** — llms.txt mentions offered API, MCP, and skills ```text /llms.txt is 404; no API, MCP, or skills surfaces are documented. ``` - **Skipped** — A compact guide representation exists ```text No compact guide or agent-specific Markdown representation was fetched; only homepage and signup pages. ``` - **Skipped** — A focused guide is directly retrievable ```text No focused guide page was fetched; only homepage, signup and a 404 llms.txt. ``` - **Skipped** — Equivalent instructions fit a token budget ```text No compact guide was retrieved, so its token budget cannot be measured. ``` - **Skipped** — Product-docs links survive format changes ```text Homepage Markdown is unsupported, so link preservation across formats cannot be judged. ``` - **Skipped** — The compact guide is independently actionable ```text No compact agent guide or standalone Markdown doc was fetched; only homepage and signup pages. ``` - **Pass** — Install and next-step links resolve ```text Homepage 'Get started' link to /signup resolves with HTTP 200. ``` ### Onboarding - **Skipped** — Docs lead to a relevant quickstart ```text No docs or quickstart pages were fetched; only signup and a 404 llms.txt. ``` - **Skipped** — Installation commands are extractable ```text No installation or CLI guide was fetched for InsuranceFiling. ``` - **Skipped** — Code examples are available without interaction ```text No documentation or code example pages were fetched. ``` - **Skipped** — Prerequisites and auth boundaries are explicit ```text Signup page shows no API key or auth boundary details. ``` ### Pricing - **Failed** — Agents identify pricing and its assumptions ```text 3 of 3 sessions were judged on pricing; 3 fell short. DeepSeek V4 Pro: Agent explicitly refused to state any pricing figure ('I can't tell you how pricing works... I won't fabricate per-filing fees, tiers, or billing mechanics', seq 19) — no number or assumption set was given at all. Kimi K3: Final output says 'Pricing: I can't tell you' with no figure or assumptions stated at all — no plan/region/workload basis given because none was found. Qwen 3.8 Max: Final output explicitly states pricing is 'Unknown' and 'I won't guess' (seq 19) — no cost figure or assumptions (plan/region/machine size) are given. This behavioural item does not affect the fast grade. ``` - **Skipped** — Pricing is readable without interaction ```text Only the homepage was fetched; no pricing page or price display was observed. ``` - **Skipped** — Prices are stated, not gated ```text No pricing page fetched; homepage only says 'Sign up — it's free' with no stated prices. ``` - **Skipped** — Pricing units and limits are explicit ```text No pricing page or plan units/limits were fetched for InsuranceFiling. ``` ### Activation - **Skipped** — An API reference or OpenAPI spec is reachable ```text No API reference or OpenAPI spec was fetched; only signup and a 404 llms.txt were retrieved. ``` - **Skipped** — An MCP server is documented and well-formed ```text No MCP server documentation appears in the fetched InsuranceFiling pages. ``` - **Skipped** — A CLI install path is documented ```text No CLI install path is documented in the fetched InsuranceFiling pages. ``` - **Skipped** — SDK packages resolve on their registries ```text No SDK or package registry lookup for InsuranceFiling was supplied in the evidence. ``` - **Skipped** — Agent skills are published ```text No agent skills are published or referenced in the fetched InsuranceFiling pages. ``` [Full report data](https://www.ax-check.com/insurancefiling.com/report.json)