# TechFabric services

> TechFabric is a data and AI engineering firm. When the orders are in Business Central, the sales pipeline is in Salesforce and the reconciliation is in a spreadsheet, we bring it together, build the reports finance and operations both believe, and put AI assistants and agents to work on it. Where clients usually start, then all 9 services.

Canonical: https://www.techfabric.com/services

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## Where clients usually start

- Get the data out of Business Central, Salesforce and the rest: Orders in the ERP, pipeline in the CRM, everything else in spreadsheets. We bring it into one governed place, usually Databricks, and settle the records that disagree from one system to the next, once. [Data integration](https://www.techfabric.com/databricks/data-integration), [Dynamics 365 and Business Central](https://www.techfabric.com/expertise/microsoft-dynamics-365). Shown in: [A plant reporting build joining Business Central with six other sources, made on sample data before go-live](https://www.techfabric.com/case-studies/plant-leadership-reporting-databricks).
- Reporting people believe, on a data warehouse that keeps up: One set of definitions behind every dashboard, in Power BI or on Databricks, and the old warehouse retired when it's the thing slowing you down. [ERP reporting](https://www.techfabric.com/expertise/erp-reporting), [Data engineering](https://www.techfabric.com/services/data-engineering), [Warehouse migrations](https://www.techfabric.com/services/databricks). Shown in: [Location Services: off Synapse and SQL Server onto Databricks, cut over in reversible waves](https://www.techfabric.com/case-studies/vrm).
- An assistant that answers from your own documents and data: Answers that cite their source and only draw on what the person asking is allowed to see, whether the question is about a policy document or last month's margin. [Chatbots and enterprise search](https://www.techfabric.com/ai/chatbots-enterprise-search). Shown in: [Fabric, our own product: hybrid retrieval, every answer attached to the passage behind it](https://www.techfabric.com/case-studies/fabric-pro).
- AI agents that do the work, with a person approving: Agents that research, draft and update records under their own identity, carry on after a failure, and stop for a person before anything that can't be undone. [AI agent development](https://www.techfabric.com/ai/agents), [TechFabric Harness](https://www.techfabric.com/accelerators/harness). Shown in: [Canvass: account research and campaign review, with approval kept as its own step](https://www.techfabric.com/case-studies/canvass).
- Applications that talk to your other systems: Web and mobile applications and customer portals wired into the ERP and the CRM, so an order placed online reaches the system that invoices it. [Custom software](https://www.techfabric.com/software), [Product development](https://www.techfabric.com/services/platform). Shown in: [AmTab: web store orders reach Business Central without anyone re-keying them](https://www.techfabric.com/case-studies/amtab).

## Services

- [Migrations to Databricks](https://www.techfabric.com/services/databricks): Off Snowflake, Synapse, Teradata and SQL Server, onto Lakehouse and Lakebase, with a cutover you can reverse.
- [Data engineering](https://www.techfabric.com/services/data-engineering): Pipelines that hold, tables people trust, and a bill that stops surprising you.
- [Data science & AI](https://www.techfabric.com/services/ai-systems): Context stores, memory, retrieval and governed agents that survive production.
- [AI/BI & Genie dashboards](https://www.techfabric.com/services/ai-bi-genie): Genie answers a business question in English, and the answer holds up when somebody checks it against finance.
- [Machine learning](https://www.techfabric.com/services/machine-learning): Models that reach an endpoint, get retrained on a schedule, and can be rolled back by somebody who was not there.
- [Data & AI governance](https://www.techfabric.com/services/data-ai-governance): Unity Catalog designed so grants hold, lineage survives a refactor, and an agent inherits permissions instead of routing around them.
- [Forward-deployed teams](https://www.techfabric.com/services/forward-deployed): Product, design and engineering people who sit inside your business, find the real problem, and ship it.
- [Product development](https://www.techfabric.com/services/platform): On a product build that means the same engineers carry a feature from the first architecture call to the release that ships it, with the agent harness doing the repeatable part of the work in between.
- [APIs & durable systems](https://www.techfabric.com/services/apis): Long-running operations that survive restarts and partial failure. Temporal under the lakehouse jobs, agent runs and approvals that must not half-complete.