density01 // Executive summary
Infrastructure for the autonomous compute era.
Systems now act at machine speed and machine cost. Density is building the layer that shows which work is necessary and which decisions are justified — so autonomous compute can be run efficiently and defended under scrutiny.
- Thesis
- More confidence earned, not claimed
- Adoption
- Beside the stack — no migration required
- Proof
- Measured in a six-week pilot
02 // The investment thesis
What can our technology accomplish together?
We have spent decades making systems that observe, monitor and report. Autonomous systems need something more: an understanding of which work is necessary and which decisions are justified. Density is building that layer.
- 01
Reveal what's already possible
Show which compute, calls and context a workload actually needs.
- 02
Reveal what was hidden
Find relationships and avoidable work that monitoring tools cannot see.
- 03
Make the possibility useful
Turn findings into evidence a team can review, trust and act on.
03 // Commercial wedge
The first opportunity is practical.
Spend on AI compute is growing faster than the ability to explain it. Density connects to read-only usage data beside the stack, finds avoidable work, and measures the result against the actual bill — no migration, no change to production.
Six-week pilot
- W1
Scope
- W2
Connect
- W3
Baseline
- W4
Identify
- W5
Test
- W6
Deliver
Same task. Less work.
$30–40k/mo
Gross recovered spend on a $200k/mo targeted workload at a 15–20% reduction, within a $1M+/mo AI budget.
Illustrative — not a forecast or reported result
04 // From research to commercial proof
An ambitious thesis. A disciplined path.
Foundational research
Established
A research lineage spanning distributed systems, provenance, verification and decision science.
Working engineering foundations
In progress
Read-only telemetry connection, evidence engine and the Atlas interface, built to run beside customer stacks.
Customer economics to establish
Next
Structured pilots that reconcile cost per completed task against real billing and prove recovered spend.
05 // Leadership
The people executing it.
- KB
Kevin Brodzinski
Founder
- GD
Greg Duplessie
Co-founder & Chief Business Officer
- GH
Gifford Hesketh
Co-founder & Chief Technology Officer
- CM
Cody Morley
Head of Engineering
06 // Diligence access
Go deeper where it matters.
Detailed materials are shared directly with institutional investors and strategic partners, under mutual NDA.
- Investment thesisUnder NDA
- Research & architectureUnder NDA
- Commercialization planUnder NDA
- Founder & companyUnder NDA
- Financial modelUnder NDA
Or write to kevin@density.dev