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.

Same Business Value. Half the Investment. We cut implementation time and costs by ~2x using proven patterns—leveraging engineering insights validated by our real-world clients.

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