NAATRA AI

The operating system for business intelligence.

The Problem

You need answers you can trust. AI gives you confident guesses.

“We asked ChatGPT for market research.” — Plausible text. No sources. Made-up numbers.
“Our analyst spent two weeks on this report.” — And you still don’t know if the conclusions are reproducible.
“The consulting firm charged $200K.” — For a PDF that can’t be audited, updated, or verified.
“We need to make a decision by Friday.” — Speed won favor over rigor. Again.

Business intelligence today is either fast and unreliable, or expensive and opaque. Chat-based AI hallucinates. Human analysts don’t scale. Consultants deliver black boxes.

Methodology-driven analysis engine. Verifiable conclusions, not quick answers.

The Solution

NAATRA is a nine-module analysis pipeline that treats “how to think” as executable code.

Methodology-as-a-Code
Every analysis runs on a validated methodology — YAML configurations that define what to look for, where to collect data, how to extract facts, and how to score findings. Reproducible by design. Version-controlled. Auditable.

Data-Grounded
No hallucinations. NAATRA collects real data from external sources, extracts facts with attribution, deduplicates, enriches with context, and only then analyzes. Every conclusion traces back to a source.

Nine Stages, Full Transparency
Each stage is observable, restartable, and produces artifacts you can inspect.

NAATRA Pipeline

A1 Router — Classify input, generate search queries based on methodology facets
A2 Harvester — Collect data from external sources (Google, Reddit, news, APIs)
A3 Extractor — Extract structured facts with source attribution via LLM
A4 Dedup — Identify and consolidate duplicate information
A5 Enricher — Add temporal, geographical, and domain context
A6 Analyzer — Find patterns, trends, gaps, and comparisons
A7 Correlator — Discover relationships and cause-effect connections
A8 Evaluator — Score and rank findings by methodology criteria
A9 Reporter — Generate formatted report with sources and confidence levels

Slow and Expensive by Design
A single analysis can cost $100+ and take hours. That’s the point. NAATRA is built for decisions where getting it right matters more than getting it fast.

Who Needs This

M&A and Due Diligence Teams
Replace $200K consulting engagements with $5K reproducible analyses. Run the same methodology across multiple targets. Audit trail included.

Strategy & Corporate Development
Market opportunity discovery, competitive intelligence, technology assessment — all from the same platform. Methodology library grows with your needs.

Security & Threat Intelligence
Vulnerability assessment, exploit monitoring, risk scoring. Structured analysis with sources, not analyst intuition dressed as data.

Research Organizations
Literature reviews that are reproducible and updatable. Run the same methodology next quarter — see what changed.

Status

Current stage: 3 of 9 modules implemented in Rust. Temporal orchestration operational. Seeking investment to complete the platform.

Investment

Seeking a strategic lead investor to accelerate go-to-market. This is infrastructure — not a consumer app. Long-term partners only.