Enterprise AI that deploys where your data lives.
Custom reasoning models built from |
From raw knowledge to domain intelligence.
Our proprietary Knowledge Synthesis pipeline extracts, structures, and distils intelligence from frontier models into compact, task-specific reasoning engines.
Your infrastructure. Your rules.
Deploy AI Factory in the way that fits your compliance, security, and performance requirements.
AI Factory Managed Cloud
Dedicated GPU clusters in private VPCs. Zero shared tenancy. SLA-backed uptime. We handle infrastructure, scaling, and monitoring — you handle the business.
Self-Hosted / Air-Gapped
Containerised models deployed on your own hardware. Zero internet calls. Complete data sovereignty. Ideal for HIPAA, defence, and classified environments.
Hybrid — Intelligent Routing
Route sensitive workloads locally while scaling general tasks to our managed cloud. Best of both worlds — compliance where it matters, power when you need it.
Built for regulated industries.
Custom-tuned reasoning models pre-aligned with domain-specific regulations, data schemas, and operational workflows.
Healthcare & Medicare
Securely scan and ingest clinical reports, patient records, and medical documentation. Extract diagnoses, ICD codes, treatment summaries, and billing data under strict HIPAA compliance — locally or in our managed cloud.
- Clinical Summary & ICD Code Extraction
- Medical Report Scanning & OCR Mapping
- Patient Ledger Assembly
- Medicare Claims Batch Processing
Insurance
Automate underwriting, claims ingestion, and risk profiling across complex policy documents.
- Structured Risk Assessment
- Claims Fraud Detection
- Policy Coverage Auditing
Finance & Audit
Inspect agreements, analyse ledgers, and match regulatory records against compliance borders.
- Ledger Reconciliation
- Contract Clause Analysis
- Regulatory Compliance Mapping
Legal & Compliance
Accelerate contract review, due diligence, and regulatory mapping with domain-specific legal reasoning.
- Contract Review Automation
- Due Diligence Analysis
- Cross-Border Regulation Mapping
Government & Defence
Process classified documents and intelligence reports in fully air-gapped, zero-network environments.
- Classified Document Analysis
- Intelligence Report Synthesis
- Secure Communications Processing
Education & Research
Cross-reference academic papers, generate curriculum insights, and synthesise research at scale.
- Academic Paper Analysis
- Research Synthesis Engine
- Curriculum Generation
Use Cases
Concrete outcomes from production deployments across regulated industries.
Scan 50,000 Medicare Claims Overnight
A hospital processes overnight batches of medical claims through a local AI Factory instance, extracting ICD codes, patient summaries, and billing discrepancies without a single byte leaving the premises.
Audit an Insurance Portfolio in Hours
An insurance firm feeds 10,000 policy documents into an AI Factory agent. Multi-agent orchestration (Ingest → Analyse → Verify) produces a verified risk report with flagged anomalies — in hours, not weeks.
Deploy an MCP Server for Legacy Databases
A financial services company connects their 15-year-old SQL database to a local reasoning agent via a custom MCP server. No API rewrites. No cloud migration. The agent reads, understands, and reports.
Build a Knowledge Graph from 100K Legal Docs
A law firm uses AI Factory's Knowledge Synthesis pipeline to extract entities, relationships, and precedents from 100,000 legal documents, building a searchable intelligence graph that powers case strategy.
Agentic Workflows & MCP Integration
Connect your existing data infrastructure directly to local AI agents without writing custom database bridges.
Custom MCP Server Compilation
We compile custom Model Context Protocol (MCP) Servers tailored to your enterprise systems. This standardises how reasoning agents safely read databases, trigger internal APIs, and scan file servers.
Multi-Agent Task Orchestration
Complex tasks are solved by specialised, task-specific agents working in sync. The agents query local data sources, reconcile findings, and generate a verified, final audit log.
Document Processing Cost Comparison
Compare public API costs against AI Factory managed cloud and self-hosted GPU infrastructure — based on real June 2026 market rates.
Configure Workload
3-Way Cost Comparison
Adjust the sliders to see real-time cost comparisons across all three deployment models.
Frequently Asked Questions
Our proprietary pipeline extracts structured knowledge — concepts, relationships, rules, and reasoning patterns — from large frontier models. This knowledge is organised into a structured intelligence graph, which is then used to train compact, domain-specific models that outperform generic LLMs on specialised tasks.
Yes. Our Self-Hosted deployment model packages models, ingestion runners, and vector indices into a single container. Deploy it on your air-gapped network or bare-metal GPU node — zero outbound internet. Alternatively, use our Managed Cloud or Hybrid model if you prefer us to handle infrastructure.
Whether self-hosted or in our managed cloud (private VPC), documents never leave your security perimeter. Our model reads raw scans via local OCR, extracts patient summaries, ICD codes, and lab metrics within the HIPAA-protected zone.
MCP is an open standard that lets AI models safely communicate with data sources and tools. We compile custom MCP servers for your databases (SQL, APIs, file systems) so reasoning agents can read and query data securely without manual integration work.
It depends on your workload. For light document processing (under 50K pages/month), a consumer RTX 5080 workstation suffices. For enterprise scale, we recommend NVIDIA L4 or A100 GPUs. For large-model or high-throughput workloads, H100 or H200 clusters are optimal. Our calculator above sizes the hardware for your specific needs.
Our calculator compares three models: (1) Public API costs using real June 2026 market rates, (2) AI Factory Managed Cloud where we run dedicated GPU infrastructure for you (includes 35% management fee), and (3) Self-Hosted where you own and operate the hardware (amortised over 36 months plus power/cooling).
Deploy Your Domain Intelligence Today.
Connect with our partnership team to explore custom reasoning engines for your industry.