Fused Intelligence, Traceable to Every Source
FRIS connects the databases, SaaS tools, spreadsheets, and streams your organization already operates, resolves duplicate records into a single entity graph, and answers natural-language questions using only your data, with the source of every fact one click away.
What FRIS Changes for Your Organization
The same customer, supplier, or asset is recorded differently in every system, so teams spend days reconciling figures that still cannot be traced to a source. FRIS replaces that work with one entity graph.
Decisions in Hours, Not Weeks
Questions that once required a reconciliation exercise are answered from one entity graph, in plain language.
Figures You Can Defend
Every answer cites the source records behind it, so a figure presented to a board or regulator can be demonstrated.
No Recurring Reconciliation
Connect a source once and the graph stays current, releasing analysts from repeated manual matching.
From Disparate Sources to One Traceable Entity Graph
FRIS connects the systems you already run, resolves duplicate records into one entity, and records the source of every field.
A Single Authoritative View Across Disparate Systems
Automated Reconciliation
Connect a source once and FRIS keeps the graph current, eliminating recurring manual reconciliation.
Entity Resolution
Fuzzy matching and exact identifiers such as email, domain, and SKU merge duplicates into a single entity.
Source Provenance
Every merged field records the source it came from, so the origin of every figure can be demonstrated.
Cost & Data Control
Use our hosted model or your own OpenAI, Anthropic, Google, or Azure key. Embeddings are generated inside your deployment.
FRIS Capabilities
Connectivity Across Existing Systems
PostgreSQL, MySQL, MongoDB, SAP OData, Kafka, Slack, Google Sheets, Airtable, REST APIs, CSV, and more.
Mapping Verified Before Any Merge
Each source's schema is detected automatically, then shown to you to confirm or edit before the first sync.
Rule-Based Conflict Resolution
When sources disagree, source trust and recency decide which value wins, and both values stay on record.
Natural-Language Queries With Citations
Answers come only from your graph. When retrieval is weak, FRIS asks a clarifying question instead of guessing.
Relationship Analysis Across Systems
Click into any entity and trace how it connects to records in every source.
Cost Visibility for Every Query
Each query, sync, and gigabyte of storage is logged with its cost on a live dashboard.
Operational in Three Stages
Source Connection
Connect FRIS to a CRM, database, spreadsheet, API, or stream. The schema is detected on first connection.
Fusion Review
Review the mapping and matching rules before FRIS writes anything to the graph.
Query & Verification
Query the graph or ask a natural-language question, and open the source record behind any answer.
Purpose-Built for Your Organization
Operations & Data Teams
Requiring data held across CRMs, ERPs, databases, and spreadsheets in a single view.
Procurement & Supply Chain Analysts
Reconciling supplier records held in a CRM, a spreadsheet, and a vendor feed.
Revenue Operations Teams
Requiring unified customer data without a lengthy custom ETL project.
FRIS at a Glance
The core capabilities FRIS puts to work for your organization.
Core Capabilities
- 20 native connector types
- Entity fusion with provenance on every field
- Plain-English Ask, semantic search, and graph explorer
- REST and GraphQL APIs, plus an MCP server
- Usage and cost dashboard
Frequently Asked Questions
Who is FRIS designed for?
Operations, data, procurement, and revenue teams whose records sit across several systems. Each deployment is planned with our engineers around the sources you need to connect.
Does my data leave my deployment?
Embeddings are generated locally. Answers use the language model you choose: our hosted default or your own provider key.
How is FRIS priced?
By usage: queries, syncs, and storage, with no seat fees. Rates are confirmed in writing for your deployment.
What happens when two sources disagree?
FRIS chooses a value based on source trust and recency and keeps the provenance of both, so you can see and override the decision.
FRIS Features
Review the complete FRIS capability set and its technical specifications.
Establish a Single Source of Truth
Identify the systems you need to connect, and our engineers will plan a deployment around them.