Case Study
The compliance engine that needs to clear compliance
MBC builds AGORA, a neuro-symbolic multi-agent framework for high-consequence defense work. AGORA pairs neural language reasoning with a deterministic Prolog validation layer, so every output is source-grounded, auditable, and bounded by the controlling rules. A human holds the commit boundary on every consequential decision.
Client Details
Industry
Defense AI
HQ
Arlington, VA
Size
Small business
Knox is clearing the compliance runway so our team stays on the mission. We bring a validated defense-AI prototype; they get it onto the networks that matter.
Jennipher Rosecrans
Co-CEO
MBC
MBC
94%
grounded accuracy
97%
citation precision
1.9%
hallucination rate
Results
What MBC Unlocks for the U.S. Government
1
Challenges
A validated prototype still cannot ride DoW networks without IL4/IL5 authorization.
2
Phased Journey
1. Stand up an IL4/IL5 landing zone
2. Inherit 60-80% of controls from Knox
3. Hold compliance as AGORA scales
3
Results
By inheriting Knox’s authorized boundary, MBC trades the usual 12-to-36-month ATO slog for Knox’s 90-day target, and keeps its engineers on AGORA instead of compliance paperwork.
Ready to achieve FedRAMP authorization in 90 days or less?
Schedule a meeting to discuss scope, parse readiness, and map your company’s accelerated path to FedRAMP authorization.
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