Not ChatGPT. Not $500K. The missing middle.

Not another AI wrapper. Not a consulting engagement that lasts forever.

There are three ways AEC firms approach AI today. Two of them leave you worse off. Here's an honest look at what each one actually delivers, and why the missing middle matters.

See what we offer instead →
Feature / Outcome
DIY (ChatGPT / Copilot)
Enterprise Consultants
Wukanda
Setup & Configuration
Works with your firm's actual data
✗ No, uses internet only
✓ Yes, but takes 12–18 months
✓ Yes, configured in 90 days
Configured to your specific workflows
✗ No, generic outputs
~ Partially, after extensive consulting
✓ Yes, built around your practice
Time to live tools in staff hands
~ Immediate, but low quality
✗ 12–24 months
✓ 90 days
Output Quality
Proposal drafts your team can actually use
✗ Rarely, heavy rewriting needed
✓ Eventually, after training data
✓ Yes, grounded in your archive
Outputs cite real sources from your files
✗ No, hallucination risk
~ Varies by platform
✓ Always, traceable to your docs
Sounds like your firm's voice
✗ Sounds like everyone's AI
~ Takes significant tuning
✓ Trained on your proposals
Cost & Risk
Total cost of implementation
~ Low subscription, high staff time cost
✗ $200K–$1M+ engagement
✓ $15K–$55K flat fee
You own what's built
✗ Locked into platform
✗ Often locked into their ecosystem
✓ Always, full ownership
No ongoing per-seat fees
✗ Subscription required
✗ Usually retainer-based
✓ Flat project fee only
Right-sized for 15–300 person firms
~ Technically yes, but unguided
✗ Built for enterprise
✓ Designed for this exact range
Why DIY fails AEC firms

Generic AI doesn't know your firm. And it never will.

ChatGPT and Copilot are powerful general tools that have no access to your project archive, your past proposals, your cost history, or your standards. Every output starts from zero. The time your team spends prompting, reviewing, and rewriting often exceeds the time you'd spend just doing the work manually.

Why enterprise consultants fail AEC firms

Built for $1B firms. Priced for $1B firms. Timeline for $1B firms.

Large consulting firms and enterprise AI platforms were designed for organizations with dedicated IT teams, six-figure software budgets, and 18-month implementation timelines. For a 60-person civil firm, they're the wrong tool, overbuilt, overpriced, and completely misaligned with how AEC practices actually operate.

Why Wukanda exists

The missing middle. Purpose-built for the rest of AEC.

Wukanda is the only AI workflow partner built specifically for mid-size AEC firms. We configure purpose-built tools on your actual firm data, deliver them in 90 days, and hand them over fully to you. No vendor lock-in. No ongoing subscription. No enterprise overhead. Just tools that work for your practice.

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See what the missing middle looks like for your firm.

We onboard a limited number of firms per quarter. Leave your email and we'll send you a scope overview and pricing for your firm size.

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