Tandem

Reasoning infrastructure for high-stakes decisions

Three-stage AI reasoning pipeline — Prep, Reason, Critic — for high-stakes grounded analysis.

How It Works

1. 01

   Prep stage designs optimal search queries and gathers grounded evidence from live sources using Brave Search

2. 02

   Reason stage synthesises evidence into a structured analysis with calibrated confidence scores per claim

3. 03

   Critic stage adversarially reviews the reasoning — flagging unsupported claims, contradictions, and gaps before output

Who It's For

Enterprise + Government

Key Differentiators

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  Three specialist stages prevent the single-model failure mode: confident but wrong

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  Critic uses adversarial review with DeepSeek R1 — one of the strongest public reasoning models

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  Fine-tuned LoRA adapters on Qwen3-32B — each stage purpose-built, not prompted into a general model