A grounded AI portal that answers technical and commercial questions from your own documentation, turns them into priced, approved proposals, and routes anything it doesn't know to the right person — automatically, every time.
This shows up the same way in packaging, industrial components, contract manufacturing, fabrication, or any technical trade with a quoting desk:
Tooling limits, material substitutions, lead-time exceptions — it's institutional memory, not documentation. When they're travelling, sick, or gone, the answer goes with them.
Costing lives in someone's spreadsheet or memory. Two estimators quote the same job two different ways, and nobody can say why.
When a client or a reviewer asks "why is this line item what it is," the honest answer is often "someone's judgment call, undocumented."
The same edge-case question resurfaces every quarter because no one closes the loop by writing the answer down where the next person will find it.
The same request always follows this path — nothing here is industry-specific.
A junior estimator, a salesperson, or a client-facing rep types the question exactly as they'd ask a senior colleague — no forms, no ticket system.
The system cites exactly which internal entry it drew from and how confident it is. If your knowledge base doesn't cover it, it says so plainly and names who to ask — it never guesses.
No answer on file → auto-escalatedThe right person is notified by role, the question is logged and tracked to resolution, and resolving it can turn straight into a new, reviewable knowledge entry — so the next person never waits again.
Closes the loop → knowledge base growsOne click turns the conversation (or a blank intake form) into a structured proposal — specs, process steps, timeline, and a costing breakdown computed line-by-line against your own rate card, not guessed by the AI.
Draft → reviewed → approved → sent, with every edit versioned and every manual price override clearly tagged as manual — so nothing is silently changed.
Each stands on its own, but they compound — a resolved escalation becomes a knowledge entry; a knowledge entry grounds the next quote.
A running conversation, not a one-shot search box — follow-up questions are understood against everything already discussed.
Every proposal is a living, editable record — not a one-time export — with full version history and a real status workflow.
Search and browse by category, see related entries automatically, and capture new expertise through a simple form that routes to review before it goes live.
Low-confidence answers don't get shipped — they're routed to a named owner by topic, tracked to resolution, with a note on how it was closed.
Query volume by topic, response times, and how the confidence mix shifts from "escalated" toward "answered directly" as the knowledge base matures.
Materials, tooling, hardware, and freight rates live in a master your team edits directly — pricing changes apply going forward, never silently to a signed proposal.
This is the part that matters most in an industry where a wrong quote costs real money.
It extracts specifications — dimensions, materials, quantities — as structured data. Every rupee, dollar, or euro of the total is arithmetic run by your application against your rate card, not language-model output.
Answers only ever draw from entries that exist in your knowledge base. If it's not documented, the system says so — it does not fill the gap with a plausible-sounding guess.
A confidence rating ships with every response. Anything below full confidence is routed to a person by name and role — not quietly hedged and handed to the client anyway.
Anywhere a technical team fields recurring spec questions and turns requirements into priced proposals, the same six capabilities apply unmodified:
This overview describes a working proof-of-concept, built and verified end-to-end — real AI-generated answers, real computed costing, a real editable proposal workflow, tested against a live build. It is not yet wired to your documentation, your pricing, or your team's names. Turning it into your system is a configuration exercise, not a rebuild: point it at your knowledge, your rate card, and your escalation contacts.
Test the live demo with sample queries, inventory checks, and instant proposal generation in your browser.