THINK Gas
Confirmed scopeDiscovery required

Data & AI implementation control

Six-month decision package for source integration, governed data products and production AI controls. Scope is based on the August 2026 application inventory; volumes, extraction rights, platform capacity and value baselines remain discovery outputs.

16

source systems

inventory confirmed

7

priority feeds

SAP, GIS, HEAT, DMA, QAM, SCADA, Spot Billing

56

AI specifications

28 bounded / 28 integrated

6

delivery gates

one accountable decision each month

Six-month production definition

Required deliverables

Source control

16 integration contracts

Owner, objects, watermark, latency, replay and reconciliation

Data products

3 entities + 5 measures

Customer, premise and asset; connection, work, incident, billing and throughput

AI services

2 quick wins + 1 shadow model

Measured against retained baselines; human approval retained

Operations

3 environments + recovery test

IaC, CI/CD gates, monitoring, runbooks and accountable support

Decision record DR-001

Conditional platform direction

Use Fabric for the baseline only if discovery confirms:

  1. 01 · Power BI and Microsoft skills provide the viable support model.
  2. 02 · SAP extraction meets freshness without unacceptable source load.
  3. 03 · Concurrent ingestion, BI and AI fit the measured capacity envelope.

Use Databricks only if telemetry, geospatial, model lifecycle or isolation fails an agreed benchmark.

Open decision criteria

Acceptance control

Programme gates

M1

Design authority

16/16 contracts drafted; owners and threat model signed

M3

Core data

P95 freshness within contract; ≥99% valid keys; reconciliation within 0.5%

M5

AI assurance

≥90% grounded answers; zero unauthorised disclosures

M6

Production handover

Recovery test passed; ≥99.5% service target demonstrated

Confirmed

16 applications, 19 GAs and THINK ONE change constraints.

Proposed

Lakehouse, source contracts, conformed entities and two-track delivery.

Discovery required

Volumes, SLAs, extraction paths, identity quality, costs and ROI baselines.