Innovating @ the U.S. Air Force

AFWERX used Collaboration.Ai and innosabi to map 50,000+ innovators. See how AI-powered ecosystem mapping works at scale.
Innovating @ the U.S. Air ForceInnovating @ the U.S. Air Force
Peter Haws
23.04.2026

Open Innovation · Case Study

How the U.S. Air Force Mapped 50,000 Innovators to Defend Democracy

AFWERX — the U.S. Air Force's innovation community — used Collaboration.Ai together with innosabi software to prove that large, complex organizations can innovate fast, if they build the right infrastructure to connect with the people who already have the answers.

50,000+ Innovation Ecosystem Integrated
-85% Fewer Non-Relevant Experts
96% Participant Satisfaction

The U.S. Air Force has 689,000 personnel, operates across every continent, and maintains some of the most advanced technology on the planet. And yet, when it came to innovation, it had a problem that most large enterprises will recognize: the right people were out there — but there was no reliable way to find them, track them, or connect them to the problems that needed solving.

A Massive Organization, Blind to Its Own Ecosystem

The Department of the Air Force is one of the largest organizations on earth. It builds fighter jets, satellites, and cybersecurity systems. But for decades, the innovation pipeline was narrow — dominated by a small group of traditional defense contractors and locked behind procurement processes designed for a different era.

The real problem wasn't a lack of innovators. Thousands of startups, small businesses, and non-traditional technology companies across America had solutions the Air Force could use. But there was no map. No system to identify who these people were, what they could contribute, or how to connect them to the right projects at the right time.

This is not just a military problem. It's the same challenge facing any enterprise with 5,000 or more employees. When your organization is large enough, the ecosystem around you becomes invisible — and the people who could solve your hardest problems stay hidden.


AFWERX: Built to Break the Pattern

AFWERX is a community of Air Force innovators who strive to connect Airmen to solutions across the force — whether that's funding, collaborating with industry, or simply receiving guidance on a project. It was built as a dedicated unit to bridge the gap between the military and the startups, small businesses, and non-traditional technology providers who could help.

Collaboration.Ai together with innosabi software was brought in to tackle the core challenge: mapping the community of innovators across America and helping find and grow the unique individuals and companies who could contribute to making the country safer.

The challenge? Scale. The Air Force doesn't need to track ten companies. It needs to identify, profile, and connect with tens of thousands — and do it intelligently, so that the right people reach the right projects without wasting anyone's time.

Passive Mapping & Finding

Using AI profile mapping of existing members, the platform streamlined the discovery of new innovators who could participate in future projects — without requiring them to apply first.

Ecosystem Visibility

For the first time, AFWERX could see how its community was interacting, identify problem areas, and get actionable recommendations to fix and grow the network.

Meaningful Connections

By cutting 85% of non-relevant expert matches, the platform ensured that every conversation was with the right person — saving time and dramatically improving engagement quality.


What the Numbers Actually Mean

More than 50,000 innovators were integrated into a single, searchable ecosystem. Non-relevant expert matches dropped by 85%. Participant satisfaction hit 96%.

Those numbers are impressive. But the real story is what they represent: a fundamental shift in how one of the world's largest organizations sees and connects with the people around it.

Before this project, the Air Force's innovation network was invisible — scattered across conferences, email lists, and personal contacts. After? A living, AI-mapped ecosystem where the right people could be found, profiled, and connected to the right projects in a fraction of the time.

Key Insight

The Air Force didn't need more ideas. It needed to see its own ecosystem clearly — to identify, find, track, and empower the unique individuals who could bring solutions to defend democracy. The software made that invisible network visible.

Why This Matters for Every Enterprise

You don't need to be the U.S. Air Force to have this problem. Every large organization — whether it operates in automotive, chemicals, consumer goods, or financial services — faces the same structural challenge: the best solutions to your biggest problems often exist outside your walls.

The AFWERX case proves three things that apply universally.

Traditional Approach AI-Powered Ecosystem Mapping
Rely on existing contacts and personal networks Passively map and discover new innovators through AI profiling
No visibility into who's in the ecosystem or what they can do Full, searchable view of 50,000+ innovators and their capabilities
Waste time connecting with non-relevant experts 85% reduction in irrelevant matches — every conversation counts
Static lists that go stale within months A living network that grows and updates continuously

The Infrastructure That Makes It Work

What AFWERX built with Collaboration.Ai and innosabi isn't magic. It's infrastructure. A digital platform that can passively map innovators, profile their capabilities using AI, visualize how the community is interacting, and surface the right people for the right projects. That's what turns ecosystem management from guesswork into a strategic advantage.

This is exactly where innovation software earns its place. Not as a suggestion box. Not as a brainstorming tool. But as the intelligence layer that makes your external ecosystem visible, searchable, and actionable — so you can connect your toughest problems with the people who can solve them.

The scalability matters. AFWERX didn't map a hundred innovators. They integrated over 50,000. That kind of volume requires software designed for it — AI-driven profiling, network analysis, and a user experience that creates meaningful connections instead of noise.

Passively Map & Find

Use AI profile mapping of existing members to streamline the discovery of new innovators who can participate in future projects.

Visualize the Ecosystem

See how the community is interacting. Identify gaps, clusters, and untapped potential across the entire network.

Improve & Grow

Get actionable recommendations to fix problem areas and grow the network — turning a static contact list into a living innovation ecosystem.

Connect the Right People

Match innovators to projects based on real capabilities — not relationships. Create meaningful conversations that lead to outcomes.


Your Ecosystem Is Bigger Than You Think

The AFWERX case study is a proof point for something many innovation leaders already know intuitively: the organizations that thrive in the next decade will be the ones that can see, map, and activate the ecosystems around them.

It's not about having more ideas. It's about knowing who's out there, what they can do, and how to connect them to the problems that matter. The Air Force proved it works at massive scale — 50,000 innovators, 96% satisfaction, 85% less noise. The question for enterprise innovation leaders is simpler: if the Department of Defense can map and mobilize its innovation ecosystem, what's stopping you?

Peter Haws
Apr 23, 2026

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