Customer team
Define business success
Define use cases, authorized data, business rules and acceptance owners. Involve the people who will use the system.
Goals / authorization / user feedbackSolutions & delivery
Make capability
deliver value.
With our partners, move AI from a promising idea into the systems customers use.
Explore delivery scenariosOne project. One shared outcome.
Start hereA customer’s business problem
Context · data · success criteria
IDENIFEProducts & core capabilities
+Delivery partnerDomain context & implementation
Operable. Verifiable. Transferable.
A release + evidence + an operational handoff
Connecting products with industry practiceOmnia / Optima / ID one / HuanYu / Axis
Build around the scenario
One outcome.
The right capabilities together.
Products are building blocks. A solution connects inputs, work and outcomes. Explore how that connection changes across scenarios.
Illustrative solution
Turn fragmented data into usable assets.
Start with existing databases, files and business rules. Align entities and definitions, then organize datasets for retrieval, training or metrics.
Business input
Source tables, knowledge documents, access rules
ID OmniaIntegration & warehouse organizationID OptimaPreparation, metrics & validationID AxisOrchestration & recoverable execution
Delivery outputs
- Data model & field mapping
- Versioned datasets & metric definitions
- Quality results & source records
How completion is assessedValidate completeness, consistent definitions and access scope against an agreed sample. Trace exceptions and document repeat execution.
A clear implementation path
Align first.
Then move forward together.
Every stage has a concrete artifact and a decision point. Make scope, responsibility and completion criteria visible from the start.
- 01
Define the problem
Work with business and technical teams to establish users, data and expected outcomes. Translate a broad AI ambition into observable tasks.
Scope & requirementsData & system inventory - 02
Design for acceptance
Define products, interfaces and deployment boundaries. Use representative samples to design validation; align metrics, quality thresholds and approvals before implementation.
Solution & interface contractsAcceptance examples & criteria - 03
Implement in verifiable stages
Progress through data integration, capability configuration and system testing. Retain configurations, results and issue records so changes are traceable and failures reproducible.
Working stage releasesIntegration & exception records - 04
Hand over an operation
Equip the operating team with a release, runbook, permissions and issue-handling paths. Agree ongoing service scope, response arrangements and update procedures within the project.
Delivery pack & trainingOperations & change process
Shared delivery, clear ownership
Distinct expertise.
A shared commitment to the outcome.
Let domain experts define the use case, system experts implement the connection, and shared evidence guide acceptance. Agree exact responsibilities in the project scope.
Delivery partner
Connect the industry context
Lead requirements work, local integration and implementation coordination. Provide training and handoff, with ongoing service as agreed.
Domain knowledge / implementation / delivery managementIDENIFE
Support the core capabilities
Support solution design within product boundaries, address integration issues, and collaborate on technical validation and release coordination.
Products / technical support / joint validationMake the handoff usable
More than a system.
A way to keep it working.
Connect a release with its data, configuration, validation results and operating knowledge. When something changes, the team knows where to start.
Explore technical integrationProject handoff checklist
Release
Products, configuration, dependencies and environments
Acceptance evidence
Examples, results, exceptions and sign-offs
Runbook
Access, monitoring, recovery and upgrades
Service agreement
Owners, support scope and change procedures
The final checklist is agreed for each project.
Start with a concrete project