How it works See how Zipchat reads your code and answers technical questions.
Use Cases
See all use casesIndustries
View all industriesCapabilities
See all capabilitiesUse Cases
See all use casesIndustries
View all industriesCapabilities
See all capabilitiesDevelopers expect exact answers: the right endpoint, the right file, the right example. Zipchat reads your repos and docs, then delivers.
No credit card required · Setup in 2 minutes
What developer tools companies see with Zipchat
Zipchat Impact Report, 2025
Developers don't file support tickets when they're frustrated. They open GitHub issues, post in your community Slack, or give up and use a competitor. The problem isn't documentation quality. It's discoverability: your docs have the answer, but search returns the wrong page.
Zipchat replaces or augments your docs search with semantic understanding. A developer can type "how do I paginate the events endpoint with a cursor" in plain language and get the right answer, with the code example and the exact file reference, in seconds.
The same AI that powers docs search also sits on your pricing page during evaluations and inside your dashboard during onboarding. Developer tools companies spend enormous engineering time on support that Zipchat can handle without them.
Code-aware answers. Not generic chatbot responses.
Zipchat reads your repositories and returns answers that cite the exact file path, endpoint, and code snippet. Developers get what they can actually use, not a summary.
Replaces or augments your existing docs search. Understands vague, natural-language queries and returns the right page even when the search terms don't match exactly.
Sits on your website and docs site during evaluations. Answers "can your API do X" questions with runnable code examples, without requiring SE time.
Connects to your repos via read-only OAuth. No write access. No engineering setup required. Private repos stay private; Zipchat only reads to answer questions.
Developers query in their own language; Zipchat matches against your English-language codebase and docs automatically. No separate localization required.
Unanswered queries route to your team with the full conversation thread attached. Engineers pick up with context, not a blank inbox.
COMMON CHALLENGES
Developers skip docs and open issues
When docs search fails, developers file GitHub issues instead. Your engineering team spends Friday afternoons answering questions your docs already cover.
Semantic docs search returns the right answer from a vague query. Developers find it. The issue never gets filed.
Integrations fail during evaluation
A technical prospect hits a question during their trial. No SE is available. The evaluation stalls. The deal dies quietly.
Zipchat sits on your docs site and answers pre-sales technical questions in seconds, with code examples, around the clock.
Onboarding requires hand-holding
New users can't get through their first integration without asking your team. Every question is a manual load on DevRel or Support.
Zipchat guides developers through your onboarding flow in real time, citing the exact docs and code references they need at each step.
BEFORE VS. AFTER
| Without Zipchat | With Zipchat |
|---|---|
| Developers bypass docs and open GitHub issues | Semantic search finds the answer; no issue filed |
| Engineering answers integration questions on Slack | AI handles standard questions; engineers handle edge cases |
| Evaluation stalls when technical questions go unanswered | Pre-sales agent answers in seconds with code examples |
| Docs search returns wrong pages or nothing | Natural-language search returns exact file and endpoint |
| Non-English developers struggle with English-only search | Queries matched in any language against your codebase |
| Onboarding requires a call with your DevRel team | Developers self-onboard with AI citing exact docs at each step |
GETTING STARTED
Link GitHub, GitLab, ReadMe, Notion, or Confluence via read-only access. No engineering setup. No write permissions.
Repos, docs, and prior ticket history are indexed automatically. Updates sync within an hour of any change.
Launch on your documentation portal, website, in-app, or developer Slack. One integration, multiple surfaces.
File paths, endpoints, code examples. Every response cites the source. Your support queue drops, your docs usage goes up.
PRICING
Usage-based. Pay per conversation, not per seat. See full pricing →
Yes, with read-only OAuth access to the repos you choose. Zipchat requests no write permissions. Your code is used only to generate answers; it is not stored or used to train any models.
Yes. For connected repositories, Zipchat cites the specific file, function, or endpoint in its response. Developers get a direct reference, not a paraphrase.
It states it doesn't know rather than generating an answer from general knowledge. The query is then escalated to your team with the full conversation thread attached.
A standard RAG tool retrieves the closest text chunk to a query and summarizes it. Zipchat uses hybrid search combining dense vector and sparse keyword retrieval, then re-ranks results for relevance. It also takes actions: routing, escalating, and responding across channels, not just answering text.
Yes. Zipchat ingests content from ReadMe, GitBook, Notion, and Confluence. It works alongside your existing docs site structure; no migration required.
Yes. The semantic matching layer is multilingual, so a developer can query in French or Japanese and Zipchat will match against your English-language codebase and return the right answer.
HONEST TAKE
Zipchat is a great fit if…
It may not be the right fit if…
