MVP to production
The decisions and checks that connect a demonstration to daily use.
Read the delivery guideClient story / Retail
Two separate retail engagements explored conversational access to business information. One delivered an Azure MVP; the other tested natural-language access to CRM data.
Delivery stages: MVP and proof of value
Natural-language questions translated into SQL, with tables, visualisations, explanations and query traceability.
Conversational access to CRM data and follow-up questions, evaluated as a distinct engagement.
The business problem
Business users wanted another way to explore information without translating every question into a request for an analyst. Definitions, access permissions and the ability to inspect an answer remained important.
What Ignite delivered
The Azure MVP connected question interpretation to data queries and traceable outputs. In the separate CRM proof of value, Ignite explored conversational questions and follow-up interactions.
The work gave the clients working examples to evaluate: an Azure MVP and a separate CRM proof of value. Each helped establish what to test and resolve before a wider rollout.
The next decision
Representative query tests, agreed metric definitions, access controls, output validation, operating costs and ownership are the next questions to resolve. The production-readiness guide explains how these decisions fit together.
Related thinking
The decisions and checks that connect a demonstration to daily use.
Read the delivery guideConnect time released to a business outcome and a credible baseline.
Read the value guideTalk to Ignite
Tell us about a similar challenge in your business. We’ll discuss the work involved and where Ignite could help.

Proud members of UKAI, the UK AI Trade Association.

Proud supporters of the IoD Code of Conduct for Directors.

Cyber Essentials certified.
View our certificate