Enterprise AI · Engineered & Governed

Enterprise AI you can actually trust.

Built. Governed. Ready for production. CollAIborate designs, builds and deploys AI platforms, intelligent applications and biomedical foundation models — with policy, audit and human review wired in from day one, not bolted on after launch.

CollAIborate AI capability map showing Cloud, LLMs, Agents, Healthcare, Analytics and Governance connected around a central intelligence layer
FIG. 01 — CAPABILITY MAP
POLICY CHECK — PASSED
MODEL VALIDATION — IN PROGRESS
HUMAN REVIEW — APPROVED
RULE THRESHOLD — FLAGGED, ESCALATED
AUDIT TRAIL — LOGGED
DEPLOYMENT — GATED & RELEASED
SLA WATCH — MONITORING
DATA ISOLATION — VERIFIED
Before we talk about us

A few questions worth sitting with

Most AI projects don't fail at the model. They fail at the questions nobody asked before shipping it. Answer these honestly first.

01

If your AI made a wrong call tomorrow, would you know before your customer did?

Most teams find out from a complaint, not a dashboard. Without a policy engine watching every decision, "wrong" is something you discover after the fact.

02

Could you show a regulator, auditor or customer exactly why a specific decision was made?

"The model said so" isn't an answer anyone accepts anymore — least of all in healthcare, finance, insurance or government.

03

Is your AI initiative still stuck in pilot, eighteen months in?

A demo that impresses a room is not the same as a system your compliance team will let near production data.

04

If three different teams are each calling AI vendors separately, who's actually accountable when something breaks?

Fragmented AI adoption creates fragmented accountability — and that's exactly where risk hides.

If any of that sounds familiar, you don't have an AI problem. You have a governance gap — and that's precisely what CollAIborate was built to close.

Proof, not promises

We don't just consult on AI. We operate it.

Everything below is running in production today — not a roadmap slide. We use these platforms ourselves before we ever put them in front of a client.

PROD—01 · CDAI

AI Orchestration & Governance Platform

A policy-driven governance engine — rule designer, framework controls, human approvals, warn/block enforcement and full audit trails for every AI decision in production.

  • Policy fields & framework controls
  • Human-in-the-loop approvals
  • Org & platform-level rule isolation
  • Full audit & policy history
PROD—02 · CollAIborator

AI Playground & Mobile App

One app, many models. Chat, prompt library and knowledge search across multiple AI models, available on mobile.

  • Multi-model chat
  • Prompt library
  • Knowledge search
  • iOS & Android
PROD—03 · Biomedical LLM

Clinical Foundation Models

The Contact Doctor BioMedical LLM family — multimodal clinical models serving text, image and document reasoning through a governed inference backend.

  • Vision-language reasoning
  • Clinical NLP
  • Healthcare RAG
  • Medical OCR
How it fits together

One architecture, governed end to end

This is the same reference architecture behind CDAI — every request from an application, through an agent and a model, is checked by the governance layer before it ever touches your data.

LAYER 01 Enterprise Applications LAYER 02 AI Agents LAYER 03A Knowledge & RAG LAYER 03B LLMs LAYER 03C Vision-Language Models LAYER 04 · GOVERNANCE CDAI Governance Engine — policy, audit, human review LAYER 05 Enterprise Data · APIs · Documents · Users LAYER 06 Cloud · On-Prem · Hybrid Deployment
FIG. 02 — REFERENCE ARCHITECTUREEVERY REQUEST PASSES THROUGH GOVERNANCE BEFORE IT TOUCHES YOUR DATA
Our capability stack

Full-lifecycle, not full of gaps

Every layer a client needs to take AI from idea to regulated production — and every layer we actually staff ourselves.

01AI StrategyOpportunity mapping, roadmaps, business case
02Enterprise ApplicationsCopilots, assistants, workflow automation
03Machine LearningPrediction, vision, NLP, forecasting
04Generative AIRAG, fine-tuning, multi-model orchestration
05AI AgentsDAG-based workflow & agentic orchestration
06Biomedical AIClinical LLMs, vision-language models
07AI GovernancePolicy engine, audit trail, human approvals
08Deployment & MLOpsCloud, on-prem, CentOS, Kubernetes
8LIFECYCLE LAYERS, ONE TEAM
3PLATFORMS WE OPERATE OURSELVES
5PUBLISHED CONSUMER AI APPS
1GOVERNANCE LAYER, EVERY LAYER
What we do

Six ways we work with you

Engage us for one service or the whole lifecycle — each connects directly into the platforms above.

SVC—01

AI Strategy & Consulting

We identify where AI actually moves the needle, define a realistic roadmap, and help you execute enterprise AI transformation without the hype.

SVC—02

AI & Machine Learning

Predictive analytics, computer vision, NLP, recommendation systems and forecasting, built on production-grade pipelines.

SVC—03

Enterprise AI Applications

Copilots, knowledge assistants, document intelligence and workflow automation that fit inside your existing systems.

SVC—04

Web & Mobile Applications

Enterprise portals, customer-facing platforms and cross-platform mobile apps — the delivery layer for everything above.

SVC—05

Biomedical AI

Medical LLMs, vision-language models, clinical NLP and medical image analysis, grounded in real clinical workflow experience.

SVC—06

AI Governance & Responsible AI

Policy-driven controls, audit trails, human-in-the-loop review and compliance — our own CDAI platform, available to you.

Why enterprises choose CollAIborate

We build AI. And we govern it.

Most AI companies stop at the model. Very few can show you a working policy engine, an audit trail and a human-approval flow running in production — because they built one, for themselves, first.

01

Enterprise-first architecture

Multi-tenant isolation, org-level controls and role-based access designed in from the start, not retrofitted.

02

Production-proven, not proof-of-concept

Our own governance and inference platforms run in production daily — we feel every edge case before you do.

03

Healthcare-grade rigor

Built on real clinical AI experience — dental imaging, clinical chat, biomedical LLMs — where getting it wrong isn't an option.

04

Own platforms, not just custom code

CDAI, CollAIborator and the Biomedical LLM family are ours — you get a product roadmap, not just a one-off build.

05

Governance framework, ready-made

Policy engine, audit trail and human-in-the-loop review you can adopt directly instead of building from zero.

06

Cloud and on-prem

Deploy on public cloud or fully on-prem — including regulated, air-gapped environments — with the same governance layer.

Research & innovation

Where we're pushing the platform next

The same engineering team building client work also drives the research behind our own products.

Biomedical LLMs

Multimodal clinical reasoning across text, imaging and documents.

Vision-Language Models

Joint image-and-text reasoning for medical and enterprise documents.

Agentic AI

DAG-based multi-agent orchestration with human checkpoints.

Responsible AI

Policy engines, audit trails and governance patterns that generalise across industries.

Retrieval-Augmented Generation

Grounding model outputs in your own knowledge, not just training data.

Model Fine-Tuning

Adapting foundation models to domain-specific, high-stakes tasks.

Industries

Where our AI work lives

01

Healthcare

Clinical decision support, imaging, documentation.

02

Life Sciences

Research acceleration, literature synthesis.

03

Pharmaceuticals

Drug discovery support, regulatory documentation.

04

Insurance

Claims automation, risk & document intelligence.

05

Manufacturing

Predictive maintenance, quality inspection.

06

Retail

Personalization, forecasting, support automation.

07

Education

Adaptive tutoring, content & assessment tools.

08

Government

Citizen services, document processing, governance.

Every month without governance is a month of AI risk you can't yet prove you controlled.

Tell us where you are today. We'll tell you honestly what it takes to get to production — and stay defensible once you're there.

Start a conversation