From AI ambition to

We help teams to discover opportunities and execute necessities by preparing, building, and embedding AI in real environments.

Compass

Identify where AI creates the most value.

We uncover the highest-value AI opportunities for your business.

Assessment & Opportunity DiscoveryWorkshopsPrioritized Use CasesImplementation Paths

Foundation

Prepare what AI depends on.
 

We put the right data, tools, and workflows in place to support AI in your context.

Data ReadinessSDLC EnablementKnowledge & Context LayersToolingWorkflow AlignmentIntegrations

Activation

Bring AI into operation.
 

We turn AI into real solutions embedded in your operations.

Custom AI SystemsAI/ML EngineeringIntegrationsWorkflow EmbeddingContinuous Improvement

Setting up everything your data needs for AI to create value

AI Studio brings together different techniques and approaches depending on the use case balancing data, system dependencies, and regulatory constraints to deliver working AI systems.

AI Studio Work

Retrieval Systems (RAG)EmbeddingsLLM Based Insight GenerationData Modeling

Where AI creates value

Executive insight generationCustomer feedback analysisRoot cause analysisRisk monitoringProduct analyticsDORA metrics analysisRelease impact analysis

AI Studio Work

Forecasting ModelsFine-TuningTime-Series ModelsModel EvaluationSupervised Learning

Where AI creates value

Predictive MaintenanceChurn PredictionDemand ForecastingRisk ScoringCapacity PlanningRelease Risk Prediction

AI Studio Work

Classification ModelsEmbeddingsClusteringAnomaly DetectionOCR PipelinesFine-Tuning

Where AI creates value

Behavioral Pattern DetectionTransaction MonitoringIncident ClusteringDocument ClassificationOCR ExtractionBug Pattern DetectionError ClusteringTest Failure Analysis

AI Studio Work

Agent OrchestrationTool IntegrationWorkflow AutomationLLM + Rules Hybrid Systems

Where AI creates value

Onboarding FlowsIncident TriageCase RoutingClaim ProcessingLLM + Rules Hybrid SystemsMulti-Step Task ExecutionAssisted WorkflowsUser Story GenerationTicket RoutingTest Case GenerationRelease Note GenerationTranscription Based Workflows

AI Studio Work

RAG ArchitectureKnowledge GraphsContext EngineeringEmbeddingsFine-tuning (Domain Adaptation)

Where AI creates value

Enterprise SearchDocument Q&AContract AnalysisDocument IntelligenceContext-Aware AssistantsDevelopment DocumentationCopilotsAPI AssistantsOnboarding Assistants

Compass turns scattered AI ideas into focused, value-driven tracks

Signals, Discovery and Outputs process flow

Signals

We gather insights and domain patterns.

Discovery

We prioritize AI opportunities through focused workshops.

Outputs

We help you define use cases with clear implementation paths.

Signals, Discovery and Outputs process flow

Signals

We gather insights and domain patterns.

Discovery

We prioritize AI opportunities through focused workshops.

Outputs

We help you define use cases with clear implementation paths.

Foundation is applied not only to what we build but how we build it

At Commencis, we apply AI Studio’s approach across our own teams and workflows. AI is embedded across our SDLC; from product discovery to engineering, QA, and delivery; improving speed, quality, and decision-making.

GovernanceSafety, Compliance and Control
Audit & LoggingPII Detection & MaskingPolicy EnforcementRisk ScoringExplainability Summaries

Mercury Sage connects systems and workflows across the product lifecycle.

Our approach is powered by Mercury Sage; our multi-agent platform that enables AI to coordinate, act, and operate across our SDLC tools, workflows and systems.

Not another tool but an orchestrator

From ticketing and repositories to design and operations by enabling coordinated, controlled execution across tasks such as user story creation, technical documentation, reviews, conformity checks, test generation, and release preparation, with human-in-the-loop and built-in control points.

Explore Mercury Sage