Prepared for GRANAT Core Program • December 2025
Same Outcomes.
Proven Engineering.
Half the Risk.
We've analyzed your specification and business goals. Instead of research-grade complexity, we propose a reliable, engineering-first path to deterministic audio aggregation—delivering the same outcomes with significantly lower risk.
Your Spec vs. Our Counter-Proposal
Same business outcomes. Different — and proven — engineering.
Your Specification
Determinism
Coq Proofs
Aggregation
RNS + Q31.32
Denoising
3-Model Ensemble
MVP Scale
5M Voices
Our Counter-Proposal
Determinism
Test Suite (N=10)
Aggregation
Welford's Algorithm
Denoising
DeepFilterNet3
MVP Scale
100K + PoC
Proposal Roadmap
02
03
04
05
06
07
08
09
The Problem
Validating our interpretation of your requirements
Comparison
Interactive side-by-side comparison engine
Architecture
Interactive system diagram with click-to-reveal
Technical Deep-Dives
Determinism, aggregation, denoising, scale
Risk Dashboard
Risk comparison and mitigation strategies
Timeline
6-month implementation plan and roadmap
The Team
Relevant experience mapping to your needs
Next Steps
Schedule call, ask questions