Knowledge from Resolutions
Every resolved ticket becomes structured, searchable knowledge the moment it closes. Nobody has to file it as a separate documentation task. Sainapse writes a close summary on every resolution and drafts knowledge-base articles from the patterns underneath them, the way Ford's deployment does today, with your content team approving what publishes.
Every resolved ticket is a fact pattern: what broke, what fixed it, who it happened to. Most helpdesks let that pattern evaporate the moment the ticket closes: the fix lives in one agent's memory, not in anything searchable.
Sainapse writes a structured close summary on every resolution instead, turning the ticket itself into retrievable institutional knowledge, available to the next agent, the next ticket, and the published knowledge base.
From close summary to grounded draft.
Close summary
Sainapse writes a structured summary the moment a ticket resolves (the fix, the cause, the steps) without asking an agent to file it separately.
Retrieval corpus
Those summaries accumulate into a searchable corpus Sainapse can retrieve from on the next similar ticket, grounding its drafts in what worked before.
Grounded future drafts
The next resolution draft cites the pattern instead of guessing. Sainapse drafts knowledge-base articles from that same corpus, live today at Ford.
Three ways a knowledge base handles resolved tickets.
Most support stacks fall into one of two classes below, whether or not the vendor calls it a knowledge base.
| Static KB | Suggest-only search | Sainapse | |
|---|---|---|---|
| Update trigger | Someone remembers to write an article | Someone remembers to write an article | Every ticket resolution, automatically |
| What's captured | Whatever an editor has time for | Existing articles, ranked by relevance | Structured cause, fix, and category, every close |
| Freshness | Drifts as the product changes | Only as fresh as the KB it searches | As current as the last resolved ticket |
| Publishing | Manual, ad hoc, someone's side project | N/A, search only: no new content | Close summaries on every resolution; drafted articles into your KB, reviewed by your team |
What powers the corpus.
Drafted by Sainapse, published by your team.
Sainapse writes a close summary on every resolution, then drafts knowledge-base articles from the patterns those summaries expose: the shape of a recurring issue, the fix that keeps working, the category it belongs in.
Ford's deployment drafts KB articles from resolution patterns today.
Each draft arrives in your content team's queue citing the tickets it came from, and a person approves what publishes. That review step is deliberate: it is how a knowledge base grows from confirmed outcomes at ticket speed without anyone losing editorial control of what your customers read.
Common questions
Nothing publishes itself. Close summaries live on the ticket, visible and correctable, before they ever feed a future draft, and every drafted article carries citations back to its source tickets so a reviewer can catch a wrong fix before it goes live.
A single close summary is one data point among many. Retrieval weighs it against the wider pattern, not in isolation. Because drafted articles cite their source tickets, a reviewer can trace a bad pattern back to the resolution that caused it and correct it there.
Your content team. Drafts land in their queue with the source tickets cited, so a reviewer can trace every claim back to the resolution it came from: proposed by Sainapse, published by a person. Editorial control over what your customers read stays with the people who already own it.
No, it feeds it. Sainapse writes close summaries inside your existing helpdesk and drafts articles for the knowledge-base tool you already run, so there's no new system to migrate content into and no export step your content team has to run before a draft reaches their queue.
At close, not continuously. Sainapse writes the structured summary the moment a ticket resolves, so the corpus grows only from confirmed outcomes: never from a ticket that's still open, abandoned mid-fix, or actively being worked, where the resolution hasn't been proven yet.
- Customer Support
The workflow this feature ships inside, end to end.
- All features
Every capability, in one index.
- Autonomous Resolution
The graduated-autonomy ladder that produces the resolutions this feature learns from.
- Grounded Response Drafts
The same retrieval corpus, grounding drafts on open tickets instead of closed ones.
- SaaS Technology
Where accumulated resolution history compounds fastest, at SaaS ticket volume.