Data for AI · risk · growth

Turn data into your next move.

Build AI, evaluate risk and find growth opportunities with governed data and calibrated models. The Inference Institute turns fragmented public, licensed and customer data into versioned products, matching services and licensed exports.

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01 · The product spine

From fragmented sources to a release you can defend.

A data product is more than an endpoint. It is a governed, versioned body of records, evidence and models—built for a defined decision and delivered with its provenance, quality and limitations intact.

product pipeline · governed 6 gates · immutable release
  1. 01 source
  2. 02 lineage
  3. 03 resolution
  4. 04 validation
  5. 05 release
  6. 06 API
Source evidence becomes a governed product only after lineage, resolution, validation and release.
02 · Delivery capabilities

One product. Five ways into the evidence.

How delivery works →
01

Data

Versioned, queryable canonical records and engineered variables.

02

Resolve

Match customer records to canonical entities and assets, with confidence scores and visible evidence.

03

Search

Structured, textual and geospatial retrieval across each data product.

04

Models

Calibrated scoring and prediction endpoints with model versions, uncertainty and limitations.

05

Exports

Licensed snapshots in Parquet, GeoParquet, CSV, JSON or SQLite.

04 · Solutions

Built around the decision, not the dataset.

Explore solutions →
05 · Inference Standards

Standards, not promises.

Trust is release furniture, not marketing copy. Every product states where its evidence came from, what changed, how quality was measured and where a result should not be used.

Read our standards
  1. 01Provenance attached
  2. 02Licences traced
  3. 03Releases versioned
  4. 04Quality measured
  5. 05Models documented
  6. 06Uncertainty visible

The brand line

Reading signal from risk.

The decisions that matter most are made on noisy, incomplete evidence. Our work narrows that uncertainty without hiding the assumptions, missingness or limits.

06 · Research as evidence

Methods you can inspect.

Papers, benchmarks and open samples demonstrate the methods behind commercial products. Open research remains open; commercial products carry separate terms.

07 · Design partners

Bring us the decision, the records or the fragmented sources.

We work with design partners to build and validate data products before moving them into recurring API and dataset delivery.

Discuss a data product →