Managed Knowledge Systems for pricing and RFP workflows
We turn scattered quotes, proposals, spreadsheets, and institutional knowledge into governed systems your team can actually use. For teams that are earlier in the process, CellaNova Technologies also offers AI Workflow Advisory— practical guidance to evaluate tools, organize source material, and decide the right next step before a build.
Start with a Solution Fit Call. We will tell you whether build, advisory, or neither is the right next step.
THE PROBLEM
Most teams do not lack knowledge. They lack a usable system.
The knowledge exists. It is buried in old quotes, past proposals, and the heads of the people who have been doing the work longest. The problem is that it is not structured, not searchable, and not usable under deadline pressure.
Pricing logic is buried in old quotes and spreadsheets.
Proposal language is scattered across folders and past responses.
One person ends up holding the workflow together.
When that person is unavailable, quality suffers.
CellaNova Technologies structures that knowledge into a retrievable, reviewable workflow.
We build Managed Knowledge Systems — governed AI-assisted workflows built from your actual source material, not generic tools applied to generic problems.
CORE APPLICATIONS
Two primary commercial applications
Both are built from your actual source material. Both begin with a Solution Fit Call and a Managed Knowledge System Blueprint before build begins.
PRICING ENGINE
Structured quoting from your source files
For teams that quote from complex, frequently-updated source materials — rate cards, spec sheets, supplier pricing, contract terms. The Pricing Engine turns those files into a governed retrieval system so estimates are faster, more consistent, and grounded in current data.
Retrieves pricing from indexed source documents
Applies your rules, margins, and approval logic
Supports human review before output is used
RFP RESPONSE ENGINE
Governed responses from your past proposals
For teams that respond to RFPs, RFIs, and security questionnaires on a recurring basis. The RFP Response Engine indexes your past proposals and source documents so your team retrieves the best answer — not just the fastest one — under deadline pressure.
Indexes your past proposals as a searchable library
Retrieves the best matching response for each question
Governance layer keeps content current and approved
WHERE TO START
Start with a Solution Fit Call
Before you buy another AI tool, scope a custom system, or ask your team to reorganize its source material, find out which path actually fits. Every engagement begins with a Solution Fit Call, a 20-30 minute review of your workflows, source material, goals, and timeline.
Clarity before commitment
The Solution Fit Call is a short routing conversation, not a sales pitch and not a full diagnostic. We look at your workflow, source material, goals, and readiness — then recommend build, advisory, or neither.
We work from the real workflow
CellaNova Technologies builds and advises around actual source material: quotes, proposals, rate cards, spreadsheets, SOPs, templates, and institutional knowledge. The goal is not to add another AI tool. The goal is to make the workflow usable, governed, and reviewable.
Waiting usually creates more cleanup
Informal AI use, scattered documents, outdated source material, and one-person knowledge bottlenecks do not stay neutral. The longer teams wait, the more tool sprawl and workflow drift they create. A Solution Fit Call helps you move with structure before the problem compounds.
From there, we route you into the path that fits your situation.
MANAGED KNOWLEDGE SYSTEMS PATH
Best for teams with recurring pricing or proposal workflows and real source material to build from. You have the problem, the data, and the intent to invest in a governed system.
Solution Fit Call
CellaNova Technologies Managed Knowledge System (MKS) Blueprint
MKS Build
MKS Launch
MKS Stewardship
ADVISORY PATH
Best for teams that need help with tool selection, workflow design, document and data readiness, or AI planning before committing to a build.
Solution Fit Call
AI Workflow Working Session, Diagnostic, or Fractional Advisory
Action Memo, Advisory Artifact, and/or Monthly Operating Brief
Internal execution or future MKS Blueprint
If neither path fits right now…
Some buyers are not ready for either path. If there is no source material, no recurring workflow, no workflow owner, or no realistic budget — CellaNova Technologies will say so and recommend a lighter next step, referral, or future-fit path.
IS THIS RIGHT FOR YOU?
BEST FIT FOR A MANAGED BUILD
Your team is losing time to manual lookup, rewriting, or inconsistent outputs.
One person currently holds the workflow together — and that is a risk.
You want a governed system with human review, not a chatbot that generates answers.
You have recurring pricing or proposal workflows with real source material to build from.
NOT A FIT FOR A MANAGED BUILD
You have no existing source material — no past quotes, proposals, or pricing documents.
You are looking for a general AI assistant or off-the-shelf SaaS tool.
You want a one-time build with no ongoing governance or maintenance.
You need outputs that go directly to customers without human review.
START HERE
A short routing call before a serious AI decision.
Start with a Solution Fit Call. We will tell you whether build, advisory, or neither is the right next step.
If your workflow is ready for a managed system, we will point you toward the Blueprint path. If you need guidance first, we will point you toward AI Workflow Advisory. If neither is right, we will say so.