Operations·Speed

Internal knowledge-base AI search

Organisational knowledge lives in five to ten different systems. Staff spend 30 to 60 minutes a day searching for information that already exists somewhere in the stack.

The AI approach

AI search across your internal systems (Confluence, SharePoint, Slack, tickets, email) that respects permissions and cites every source in every answer.

How it works
  1. 01

    Connectors ingest content from your internal systems, respecting the original permission model.

  2. 02

    Every answer is grounded in retrieved documents and cites the source path.

  3. 03

    Conflicts between sources (stale policy vs current policy) are surfaced, not hidden.

  4. 04

    Usage analytics show which content is most consulted and which systems hold the answers.

  5. 05

    Content owners get prompts when their docs are retrieved so they can keep them current.

Typical ROI
2 to 3 hours/week search time recovered per person

20 to 40 minutes per person per day; 15 to 30 percent faster onboarding.

Ranges drawn from production deployments and public enterprise benchmarks. For a specific rupee or dollar figure tailored to your volume, use the calculator below.

What you need in place

Prerequisites for a clean deployment.

  • Connector access to your source systems
  • A respected permission model across those systems
  • A source-of-truth hierarchy for overlapping content
  • Content owners named per system
Make this yours

Put your own numbers on it.

Estimated annual saving for you
₹5.6 L to ₹7.3 L
Hours freed / yr
600 to 780
Annual volume
2,400briefs
Share this with your team

At 200 briefs a month and a loaded monthly cost of ₹1,50,000 per person, internal knowledge-base ai search would typically save ₹5.6 L to ₹7.3 L a year.

Range uses this use case’s typical automation rate against the baseline time per task for research work, with your cost per person converted at 160 working hours a month.

10 · Start here

Let’sbuildyoursystemnext.

Thirty minutes with someone who’d be doing the work. No slide deck, no intake form. We’ll tell you what’s feasible, where you’ll hit friction, and what we’d pick up first.

Response
< 24 hours
First read
No NDA needed
Bangalore / Remote
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