Introducing a new category

Firm Intelligence.The operating system
for modern AEC practice.

Your firm's knowledge, every project, every spec, every cost record, every proposal, is the most valuable asset you own. Firm Intelligence is what happens when AI makes it fully usable.

Get early access → Learn what this means
What is Firm Intelligence?

Your firm already knows everything it needs. It just can't access it.

Every AEC firm over five years old has an extraordinary knowledge base: thousands of past project documents, proposals, cost records, field reports, specifications, and client correspondence. The problem is that it's almost entirely inaccessible at the moment of need.

Firm Intelligence is the term we use for what happens when you give AI access to that entire knowledge base, and wire it into the specific workflows where your team needs it most. Proposals that know your past work. Estimates grounded in your actual cost history. Reports consistent with your format standards.

It's not a product feature. It's a new way of operating.

The four knowledge layers
01

Project knowledge

Every completed project, scope, deliverables, team, cost, client, outcomes, indexed and searchable by any staff member at any time.

02

Proposal knowledge

Your winning proposals, your qualifications language, your team bios, your approach narratives, available to pull from instantly, not hunt for manually.

03

Cost and scope knowledge

Historical labor hours, fee schedules, scope categories, and subconsultant rates, connected to your estimating process, not locked in a spreadsheet only one person knows how to read.

04

Standards and format knowledge

Your report formats, QA/QC checklists, specification standards, and deliverable templates, embedded in every tool your team uses, not something they have to remember to reference.

What Firm-Intelligent AEC practices can do
that others can't.

Respond to 3× more RFPs without adding staff

When proposal drafts take hours instead of days, the constraint shifts from production capacity to strategy, choosing which opportunities to pursue, not which to skip.

Onboard new staff in weeks, not months

When all firm knowledge is searchable and accessible, new staff can find the right precedents, standards, and approaches on day one, without relying on institutional memory.

Make better decisions with more complete information

When principals can instantly surface relevant past project data, costs, timelines, scope creep patterns, they make better go/no-go decisions, better fee decisions, and better staffing decisions.

Protect institutional knowledge when staff leave

When knowledge is indexed and searchable rather than living in individual staff heads, the firm retains its competitive edge regardless of turnover.

Deliver more consistent work at higher volume

When every report, proposal, and deliverable is generated with reference to your firm's standards, consistency becomes a feature of the system, not a byproduct of who happens to review it.

Compete against larger firms on proposal quality

When a 30-person firm can produce proposals with the same system-backed precision as a 300-person firm, the playing field changes. Size stops being a competitive advantage for your competitors.

Not this

Generic AI tools that don't know your firm.

ChatGPT, Copilot, and generic AI writing tools can help with general tasks, but they have no access to your projects, your cost history, your standards, or your voice. Every prompt starts from zero. The outputs require heavy editing and carry the risk of hallucinated content your team didn't catch.

This

AI that runs on everything your firm knows.

Wukanda tools are configured on your specific firm data, your archive, your proposals, your cost records, and wired into the workflows where your team already works. The outputs are grounded in your actual knowledge base, cited with real sources from your own files, and produced in your firm's voice.

Join the first cohort

Get early access to Wukanda.

We're onboarding 12 AEC firms in the next quarter for our initial cohort. Early access firms get priority scheduling, introductory pricing, and direct access to our founding team throughout the engagement.

We'll reach out within 48 hours. 12 spots available. By submitting you agree to our privacy practices.