DARWIN

AI BUSINESS INTELLIGENCE YOU CAN TRUST

Ask questions Transparent Step By Step Insight No Unpredictable SQL 100% Deterministic Insights

AI BUSINESS INTELLIGENCE ADOPTION IS LIMITED

Blackbox AI

Non-Technical users cannot validate SQL / code generated by LLMs. Hallucinations and hidden logic reduce trust.

Uncontrolled Cost

Non-optimized queries with missing filters lead to full table scans and massive load on database and cloud compute bills.

Business vs Data Gap

Business terms don't map cleanly to data models. Every organization has its own custom way to calculate metrics depending on data.

WHY DARWIN

Deterministic AI

Analysis runs using rule-based execution with 100% repeatable and accurate results.

Step By Step Transparency

Users can execute and validate each analysis step. Steps are in simple english.

Database Compatibility

Seamless integration with databases, big data platforms and cloud hosted databases.

B

Built-in Business Context

Metric definitions and business rules are applied consistently every time.

Speed

Analyze millions of rows of data in seconds.

Enterprise Security

Row-level access control applied even during natural language queries.

THE DARWIN DIFFERENCE

The Missing Layer

The Harness Around the LLM for Business Intelligence

Coding assistants like Claude Code and OpenAI codex transformed software development by wrapping LLMs with structure. Business Intelligence needs the same breakthrough — but generating SQL is not enough. Darwin BI is an intelligent execution harness around Large Language Models, purpose-built for enterprise analytics. When a business user asks a question, Darwin sends it to an LLM — not to write code, but to produce plain English analytical instructions fine-tuned for the Darwin platform.

LARGE LANGUAGE MODEL Intent Understanding 👤 USER QUERY DARWIN ENGINE 100% ACCURATE English Steps NL Query ⚙ DARWIN HARNESS LLM handles understanding · Darwin handles execution
Transparency

AI You Can Understand — Step by Step

Traditional LLM-based BI tools operate as black boxes. Darwin solves this by making every analytical decision completely visible. Every instruction generated by the AI is written in plain English that any business user can read and verify. Each step represents a single logical transformation and can be executed independently — inspect intermediate results, validate calculations, and confirm exactly how the final answer was derived. If a business rule changes, modify that one step. No re-prompting. No guesswork.

1 Aggregate & Filter: category year product wise sum sales filter (year=2024 or year=2025) 2 Pivot Column: pivot year 3 Calculate: calc growth_flag = if sales_2025 > sales_2024 then 1 else 0 4 Aggregate : Category wise sum growth_flag
Glass Box Analytics

From Black Box AI to 100% Repeatable Results

Darwin combines the reasoning power of Large Language Models with the reliability of deterministic software. Natural language becomes structured English instructions. English instructions become deterministic execution. Every transformation is visible, every result is repeatable, every calculation is auditable. Darwin doesn't replace the LLM — it makes the LLM enterprise-ready by surrounding it with transparency, governance, and a proprietary execution engine that delivers 100% accuracy on every run.

  • Same question always returns the same answer
  • Your data never leaves your environment
  • No LLM-generated code runs against your database
  • Full audit trail for finance, risk & compliance
BLACK BOX AI BI User Query ? LLM → SQL → ??? Answer (maybe) ✕ Not auditable ✕ Not repeatable VS DARWIN GLASS BOX User Query ① Filter currency ② Apply date range ③ Group & aggregate ④ Compute ratio Verified Answer ✓ Full audit trail ✓ 100% repeatable

KEY DIFFERENTIATORS AT A GLANCE

Traditional AI BI Darwin BI
How AI is used LLM generates SQL / code LLM generates English Steps
What runs against your data LLM-generated code Darwin's deterministic engine
Data sent to LLM Schema + data rows Schema + user query only
Reproducibility Varies by run 100% identical every run
Explainability Black box Step-by-step English trail
Editability Re-prompt and hope Edit one specific step
Audit readiness Not production-grade Full audit trail
Risk of rogue code Present Architecturally eliminated

OUR CLIENTS

ENTERPRISE-GRADE SECURITY & GOVERNANCE

Security and governance that persists during natural language exploration

Consistent Security

Security filters are applied consistently, even during free-form natural language querying.

Full Auditability

Every analysis produces a linear list of English Steps. There is a clear, permanent record of how every insight was derived.

100% Data Privacy

Organisation data is never sent to the LLM — only user queries are. Your data stays in your environment.

No LLM-Generated Code

Blueprine does not use the LLM to generate code, eliminating risks of rogue deletions or malicious code injection.

DARWIN PRICING

We offer multiple pricing models to suit your organization's need. Let us help you find the perfect option.

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