REASONER

Data Reasoning Agent

The Reasoner doesn't query your data. It understands your business first. Constructs your Data Context Graph — ontology, knowledge graph, semantic layer, and metrics. Serves every consumer: businessusers, dashboards, downstream agents, and AI apps. Deterministic inference. No LLM-generated SQL.Available as an MCP — your downstream agents and AI apps access enterprise data programmatically.

revenue, revenue_final, revenue_corrected. Which one is right?

The Reasoner introspects your data, maps relationships, canonicalizes business vocabulary, and builds a living knowledge graph.

One source of truth. Continuously evolving.

Your CEO asks the same question twice.The answer should be identical.

Deterministic Analytical Inference Models. Not stochastic LLMs writing new SQL every time. Same question, same answer, every time. Production-grade.

"What's driving margin compression this quarter?" Answered in seconds.

Business users ask in English. The Reasoner resolves intent against the knowledge graph and returns trusted answers.

No analyst in the loop. No 3-day wait.

Monday morning. Decision deck. Alreadyin your inbox.

The Reasoner worked overnight - pulled the numbers, identified trends, built the slides in your corporate style. You walk into the meeting ready to act, not ready to ask.

Your best analyst quits. Everything they knew stays.

The Reasoner builds and maintains the dashboards - the logic, the filters, the "why we exclude Q2 returns." Tribal knowledge lives in the graph, not in someone's head.

Revenue dropped 11% Thursday. The Reasoner found out why before anyone asked.

Traced it to a regional promotion that cannibalized full-price sales. Root cause, supporting data, and recommended action -ready in Slack by morning.

Business user filed a dashboard request in ServiceNow. It was live in Power BI by morning.

The Reasoner read the request, built the logic from the Data Context Graph, deployed the dashboard in your existing BI tool, and set up data quality checks.Your analysts review and refine. Your Power BI investment stays. WALT just does the building.

Evaluation-Driven Reinforcement Learning

Every day (and night), WALT evaluates every answer, strengthens your Data Context Graph, and validates responses against your business logic.

Continuous Evaluation

Every output is tested, benchmarked, and refined to maintain accuracy across your enterprise.

KPI-Aligned Reasoning

Trained on real datasets and public repositories to mirror dashboards and business metrics precisely.

Context Graph Strengthening

WALT proactively strengthens relationships between entities in your data to ensure rock-solid answers.