Case Studies · AI
Ledgerly Docs Pilot
Chat-with-your-docs RAG pilot for teams that need grounded answers with citations — not a freeform chatbot.
Maps to P1 · Docs Pilot (RAG)
Illustrative Challenge
Internal docs pile up while people still ping Slack for answers. Buyers need grounded replies with sources, not invented policy.
Approach
Bounded corpus ingest, retrieval with citation links, a simple pilot UI, and acceptance tests for quality and refusal behavior.
Outcome
RAG console with question, answer, citations, and known limits — ready for a small pilot group before wider rollout.
- 2 week build
- Citations required
- Written acceptance
Product names such as Meridian Apex, Signal Deck, Ledgerly, and Northline Ops are Harbor project codenames for illustrative portfolio studies. Metrics show timeline, scope, and handoff style — not client logos, attributed testimonials, or performance claims. Quant outcomes are engineering handoffs only; no profit, return, or win-rate guarantees. Illustrative portfolio studies for a new studio — not attributed client testimonials or performance claims. Quant work is engineering handoff only; no profit, return, or win-rate guarantees.
Want a similar fixed scope?
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