Confluence-first AI search

Private AI Search for
Internal Company Knowledge.

AI-powered secure search for engineering teams. Ask questions. Get cited answers. Everything stays on your infrastructure. No data leakage. No vendor lock-in.

Request Early Access ▶ View Demo
30 min Deployment time
99% Answer confidence
0 bytes Data leaves your network

The Problem

Your team documents everything.
And finds nothing.

Engineers write specs, decisions, postmortems, runbooks. The knowledge is there — buried in Confluence pages nobody searches because Confluence search returns garbage.

The result: repeated questions, slow onboarding, and institutional knowledge that decays silently every quarter.

01 Keyword search fails on semantic questions
02 Context collapses across long page histories
03 New hires repeat the same questions for months
04 Senior engineers become the search engine

How It Works

Four steps.
One answer engine.

01
Connect Confluence

Point SAIS at your Confluence instance with an API token. One-time setup, no infrastructure changes.

02
Index securely

Content is chunked, embedded, and indexed entirely within your environment. Nothing is sent to external servers.

03
Ask in plain English

No boolean operators. No exact-match keywords. Ask real questions like you would a colleague.

04
Get cited answers

Every answer includes source pages with confidence scores. Nothing is hallucinated without a traceable citation.

Why Security Teams Choose SAIS

Built for companies that
cannot send internal data out.

✓
Runs inside your infrastructure No SaaS vendor. No shared cloud. Your server, your data.
✓
No training on your data Your documents are never used to train any model. Ever.
✓
No external API dependency required Air-gapped deployment available with local LLM. Zero external calls.
✓
Fully auditable retrieval pipeline Every answer cites its source. Nothing is hallucinated without a trace.
✓
Pluggable LLM architecture Swap between Groq, Mistral, or any OpenAI-compatible model. No lock-in.
Your Infrastructure
Confluence
Internal Docs
PDFs
↓
SAIS Embed · Index · Retrieve
↓
Cited Answer To your engineers
Everything stays inside your network

Early Access

We're onboarding
2 design partners.

✓
Deployment takes ~30 minutes on any Linux server
✓
Runs fully on your own infrastructure
✓
Works with Confluence Cloud and Server
✓
We handle setup and onboarding personally
✓
Looking for feedback from real engineering teams
Request access

No spam. We'll respond within 24 hours.