Insights
AI-powered federal contracting insights, product updates, and industry analysis.
Why a multi-agent debate system produces more accurate bid prices than any individual estimator — human or AI. The power of structured disagreement.
A deep dive into how agents analyze, challenge, refine, and finalize bid prices through structured debate.
How FCIS automatically applies prevailing wage rates to your labor cost estimates for federal construction contracts.
The trade-offs we considered and why bid data privacy won over convenience. How Ollama makes it possible.
Real data from beta users showing how accuracy improves with knowledge base growth. The science behind calibration.
How to create hybrid agents that combine the best of two specialists. The genetics of AI estimation.
Strategies for small businesses to maximize their competitive advantage in federal contracting set-aside programs.