Work
AI inside real products, under real constraints
Our strongest work starts with software that already has users, workflows, data and integration boundaries. The broader portfolio shows the application, data and AI depth we bring underneath it.
- 30
- Selected case studies
- 15
- Industries represented
- 18
- AI product, agent & Brownfield AI cases
- 2018
- Datics started in data science & AI
Peerlogic
AI communication intelligence inside a live practice platform
AI that acts inside a live healthcare workflow
- Appointments recovered
- 311 across six locations in a documented example
- Recovered revenue
- $100K+ associated with previously missed opportunities in the documented example
What this portfolio proves
The hard part is fitting AI into the product that already works
Across these engagements, the recurring challenge was not getting a model to respond. It was making new capability work through the product's existing workflows, data, integrations, permissions and production boundaries.
Existing product, not a blank slate
We start with the workflows, business logic, integrations and customer commitments already inside the product — and change only what the new capability requires.
Action, not another chatbot
The strongest AI capabilities connect to real APIs, tools, business rules and approval paths so they can remove work inside the workflow.
Production, not just a demo
Tenancy, permissions, auditability, deployment and failure handling are part of the capability from the beginning.
Portfolio
Explore the work by the kind of proof you need
Filter by the primary engineering problem each engagement demonstrates. Every case is structured around the product, constraint, capability, deployment boundary and outcome.
30 case studies · page 1 of 3
Peerlogic
Dental & Veterinary · Practice Communications SaaS
AI communication intelligence inside a live practice platform
AI communication and booking inside an established dental and veterinary practice platform.
Dawa
Financial Services · Investment Operations Software
Adding production AI around a regulated investment platform without replacing its .NET core
Production AI and automation added around a regulated .NET investment platform instead of rebuilding the core.
CleanHaus / Broomy
Hospitality & Property · Field Operations SaaS
Adding an AI field-operations layer to an existing property-service workflow
Role-aware AI assistance, multilingual interaction and mobile coordination inside property field operations.
Stealth dealership intelligence platform
Automotive & Dealerships · Customer Intelligence Platform
Unifying fragmented dealership data into an AI customer-intelligence layer
Fragmented dealership CRM, customer and inventory data unified into an actionable AI intelligence layer.
Syla AI
Automotive & Dealerships · AI Sales & Conversational Commerce
Turning dealership conversations into qualified leads and appointments
Inventory-grounded AI conversations that connect directly to dealership lead, CRM and appointment workflows.
MIRA
Healthcare · Clinical Intake SaaS
Taking an intelligent intake prototype to a production multi-clinic SaaS
A working AI intake prototype evolved into a clinic-isolated, role-aware production SaaS.
NeuroReef
Dental & Veterinary · Clinical Documentation AI
AI clinical documentation inside the dentist appointment workflow
Live transcription, patient context and AI-drafted clinical notes with dentist review and approval.
Dealership Toolkit Portal
Automotive & Dealerships · Dealership Operations SaaS
Modernizing an established dealership SaaS platform without rebuilding the core product
A multi-year modernization partnership inside a live dealership SaaS used across four vehicle categories.
TEG
Enterprise & Business Software · Business Process / BPMN Modeling
Evolving an AI process-modeling suite through six capability phases
Six progressive releases evolved AI-assisted process interpretation into a broader enterprise BPMN suite.
AMove
Enterprise & Business Software · File & Knowledge Management
From product reliability to AI knowledge retrieval inside a live cloud product
Product reliability first, then AI ingestion, vector retrieval and Slack workflows across cloud knowledge sources.
Captura
Photography & Imaging · High-Volume B2B2C Data Platform
Standardizing the data foundation behind a high-volume photography platform
Production data standardized around AWS and Databricks beneath a high-volume B2B2C photography platform.
Evolve
Commerce & Fulfillment · Vendor / Fulfillment Platform
Replacing the legacy storefront layer blocking a multi-tenant fulfillment platform
Only the blocking legacy storefront layer was replaced, preserving the broader vendor and fulfillment platform.
Your customers already expect AI from your product.
Let us make it real without rebuilding what already works.