Proven private-AI use cases with measurable ROI
Every deployment below runs on open models inside your infrastructure, produces consistent, auditable output, and has an established payback pattern: hours saved, backlog cleared or coverage expanded at fixed cost. We benchmark each on your data before you commit.
Search & knowledge
Unified intelligent search
One search box across wikis, drives, tickets and email — vector plus GraphRAG retrieval with citations, respecting existing permissions.
Knowledge agents
Assistants grounded in your policies, product docs and precedent that answer with sources instead of guesses.
Onboarding & training assistants
New starters query procedures and systems knowledge instead of interrupting senior staff.
Compliance & policy Q&A
Surface the governing clause for any question, with the passage cited for audit.
Customer operations
Support agents
First-line resolution and drafting grounded in your knowledge base, with confident handover to humans on low certainty.
Call handling agents
Speech-to-text, intent routing, live agent-assist prompts and after-call work written automatically.
Email handling agents
Classify, prioritise, draft and route inbound mail; escalate exceptions with full context attached.
Call & chat QA scoring
Every interaction scored against your quality rubric — not a 2% sample — with coaching notes per agent.
Voice-of-customer analysis
Cluster complaints and requests across channels into ranked, quantified themes.
Communications triage
Email, messaging, call & meeting triage
Summaries, action items and owners extracted from every channel into your task systems.
Meeting minutes & follow-ups
Consistent minutes, decisions and next steps from recordings — processed locally, never uploaded.
Executive briefing digests
Daily rollups of what changed across inboxes, tickets and dashboards.
Document intelligence
Data parsing agents
Reliable extraction from invoices, POs, forms, bank statements and IDs into structured fields with confidence scores.
Document builder agents
RFP responses, reports, contracts and letters assembled from your templates and approved clause libraries.
Contract review & clause extraction
Terms, obligations and deviations flagged across large document sets for human review.
KYC & identity document processing
OCR plus visual checks on identity documents inside your perimeter — nothing sent to third parties.
Engineering & data
Coding assistants
Self-hosted code completion and review over private repositories that can never leak IP.
Report generation
Recurring management and regulatory reports drafted from structured data on schedule.
Data quality agents
Anomaly flagging and record deduplication with explanations attached.
Translation & localisation
Consistent, glossary-aware translation of documentation at scale.
Vision & physical operations
Video surveillance agents
VLMs watch camera feeds for defined events — PPE compliance, intrusion, queue length, safety incidents — alerting humans with clips. Deployed with privacy controls and local processing.
Visual inspection & QC
Defect detection on production lines and asset-condition assessment from imagery.
Document & form digitisation
Backlog scanning programmes converting archives into searchable, structured records.
Every model type, one private stack
Private AI is not just chat. We deploy and serve the full spectrum of open models behind the same gateway, SSO, metering and quota controls.
Chat & reasoning LLMs
General assistants, agents and workflow automation — Llama, Qwen, Mistral, DeepSeek families.
Coding models
Completion, review and refactoring tuned for code — served against private repositories.
Audio in: speech recognition
Local transcription (Whisper-class and successors) for calls, meetings and voicemail — multilingual.
Audio out: text-to-speech
Natural local voices for IVR, announcements and accessibility, with no per-character cloud fees.
Image generation & editing
Diffusion models for product imagery, marketing variants and controlled in-painting on brand assets.
Video generation & editing
Open video models for short-form content, training material and automated editing pipelines.
Visual understanding (VLM / VQA)
Models that read documents, screenshots, diagrams and camera frames — the engine behind parsing and surveillance agents.
Embeddings & rerankers
The retrieval backbone: semantic search, deduplication and recommendation over your corpus.
3D model generation
Text- and image-to-3D for prototyping, digital twins and e-commerce assets.
World models & simulation
Emerging models that predict environment dynamics — early but promising for robotics and operations planning; we advise honestly on maturity.
Time-series & tabular models
Forecasting demand, load and risk from your operational data.
Guardrail & safety models
Local classifiers for PII redaction, prompt-injection defence and content policy enforcement.