Discover where AI creates value
Compass
Opportunity Discovery|Feasibility & Impact|Tech Readiness|Prioritized Roadmap

Prepare what AI depends on
Foundation
Data & Knowledge|Infrastructure & Tooling|Integration & MCPs|Memory & Orchestration

Bring AI into operation
Activation
Implementation|Integration|Customization|Scaling

Discover our enterprise-level AI solution design
We architect and run a layered backbone for enterprise AI, from access and orchestration, through intelligence and compliance, to deployment, designing each layer for your context and running it on cloud or fully on-premises.
02. Infrastructure
Choosing where to host the solutions. Making AI scalable, secure and ready for real environments across cloud, on-prem or hybrid setups.

03. Practice
Commencis AI approach for discovering real value, adapting data, and embedding AI into real operations to ensure AI works in context.
01. Backbone
Shared foundation where our solutions are built on. It connects models, data, workflows and enterprise systems.
01. Backbone
Shared foundation where our solutions are built on. It connects models, data, workflows and enterprise systems.

02. Infrastructure
Choosing where to host the solutions. Making AI scalable, secure and ready for real environments across cloud, on-prem or hybrid setups.

03. Practice
Commencis AI approach for discovering real value, adapting data, and embedding AI into real operations to ensure AI works in context.

Embedding AI into every stage of delivery
We run our own delivery the same way we deliver for clients, with end-to-end governance across the products we build ourselves. And the delivery itself runs on our own products: Mercury Sage across the build lifecycle, UserHear in voice-of-customer and product success.
AI synthesizes stakeholder input, profiles data, and surfaces needs and use cases.
AI turns requirements into user stories, flows, diagrams, prototypes, and solution architecture for product, UX and UI.
AI generates code, scaffolds components, and writes integrations and docs to your standards.
AI generates test cases, runs QA scenarios, and flags hallucinations and regressions against your quality bar.
AI handles deployment, monitoring, routing, and incident summaries in production.
AI synthesizes stakeholder input, profiles data, and surfaces needs and use cases.
AI turns requirements into user stories, flows, diagrams, prototypes, and solution architecture for product, UX and UI.
AI generates code, scaffolds components, and writes integrations and docs to your standards.
AI generates test cases, runs QA scenarios, and flags hallucinations and regressions against your quality bar.
AI handles deployment, monitoring, routing, and incident summaries in production.
Commencis AI for Product Development
Sage is the Commencis AI product for the software lifecycle, built on our agentic platform Mercury and shaped for product teams. It uses shared context to create and run analysis, code, tests, and more.
Commencis AI for Voice of the Customer
Built on Verity, UserHear turns fragmented user feedback into actionable intelligence. It aggregates multi-channel data to reveal user insights, enabling teams to shift from static reporting to real-time exploration. Now, you can uncover feedbacks and know what to build next.
Explore UserHearThe right technique for each use case
We bring the right technique to each use case, balancing data, systems and regulation.
AI Studio Work
Where AI creates value
AI Studio Work
Where AI creates value
AI Studio Work
Where AI creates value
AI Studio Work
Where AI creates value
AI Studio Work
Where AI creates value