Nodal Data — Your AI agents finally know your business

AI analytics without trust is just noise

Your dashboards, notebooks, and SQL queries aren't just reports. They're encoded institutional knowledge — the hard-won logic of how your business actually measures itself.

But when AI generates SQL from scratch, you get different answers to the same question depending on the day, the model, or which table it happened to explore first.

Business decisions depend on consistent numbers. Your Q4 revenue should look the same whether you ask Monday or Friday, in Claude or Gemini.

Nodal extracts the intelligence your analysts have already built and makes it available to every AI tool in your organization.

AI answers what it knows. Experts verify what it doesn't.

1

AI answers trusted questions instantly

When a question maps to a verified query in your hub, Nodal returns a trusted answer in seconds — anchored to the same logic your analysts use.

2

Uncertain questions route to analysts

When a question is ambiguous or new, it routes to your data team with full context — not a blank email thread. Analysts resolve it once, and the system learns.

3

The system gets smarter over time

Every question asked, every answer validated, every caveat added — all of it makes Nodal more accurate for your specific business. The analyst-hours you save compound.

Same question. Very different results.

With Nodal

Trusted answer from validated logic

A business user asks "How does NRR compare between APAC and LATAM?" in Gemini. Nodal routes to a verified query from a trusted dashboard — the same logic your analysts already use.

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Faster Retrieves, not explores

Verified Query source

Consistent Same answer every time

Without Nodal

AI explores from scratch every time

The same question asked through Claude Code with only a Snowflake MCP connection. The AI spends dozens of tool calls discovering tables, guessing at schema, and generating SQL — with no guarantee the result matches how your organization defines the metric.

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Slower Explores schema from scratch

Generated Query source

Inconsistent Different answer each run

More demos

Escalation pipeline

What the business user sees

When the AI doesn't have a verified answer, the business user sees a clear escalation — not a hallucinated guess. Their question routes to an analyst with full context.

Coming soon Escalation flow — business user experience

Escalation pipeline

How analysts resolve questions

Analysts receive escalated questions with a proposed query and full context. They review, edit, and approve — and the system learns for next time.

Coming soon Escalation flow — analyst resolution

Why data leaders choose Nodal

Works with every AI, every warehouse

Claude via MCP. Gemini via A2A. Snowflake, BigQuery, Postgres, Redshift. dbt, Looker, Tableau, Metabase. One integration makes your institutional knowledge available to all of them.

Your data team controls what the AI can say

Only validated queries reach business users. When two queries could answer differently, a human decides which is right and why. Compliance, consistency, and trust — built into the architecture.

Faster, cheaper, more accurate

Stateless AI agents spend dozens of tool calls exploring your schema before generating a query. Nodal retrieves the right query in milliseconds, at a fraction of the cost. Speed and accuracy are not a tradeoff.

Gets smarter every time someone asks

Every question asked, every answer validated, every caveat added makes Nodal more accurate for your business. A year of usage builds an asset that can't be replicated by a generic AI tool.

Your data trains better AI tomorrow

Nodal captures every interaction as a verified question-answer pair — the exact format that powers AI fine-tuning. Your organization builds a proprietary training dataset with every question asked.

One integration. Every agent. Forever.

Connect Nodal once. Every current and future AI agent gets access to your query hub automatically. As the AI landscape shifts, your institutional knowledge stays portable and governed.

Your AI agents finally know your business

Every AI agent starts from scratch when your team asks a data question. Nodal gives your AI agents access to the validated logic your analysts have already built — so every answer starts from a source of truth, not a guess.