AI case studies

AI in production. Not just in a slide deck.

Agents, automations, governed generative AI and computer vision we've designed, built and run for real businesses. Client names are withheld for confidentiality.

Workflow automationManufacturing · Finance operations

Four vendor inboxes, one clean feed into the ERP

Vendor invoices arriving across four mailboxes are now read, validated and pushed into the ERP automatically, with exceptions routed for review.

4vendor inboxes monitored continuously

3routing paths: normal, review, freight

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Agentic AIHospitality

An enterprise AI voice assistant for multi-property hospitality

A voice-driven agent platform that automates and governs guest interactions across properties, from in-room requests to facilities control.

1,500+connected IoT devices

24/7autonomous guest support

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Generative AIHR & operations data

Governed 'talk to your data' for enterprise HR and operations

Business users ask questions in plain English and get accurate, access-controlled answers from SQL Server, with every query validated before it runs.

80–90%lower LLM token cost per query vs full-schema prompts

7-stageSQL validation before any query runs

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Computer visionManufacturing · Quality

Automated visual inspection on a camshaft production line

A line-side camera reads each camshaft's engraved serial number and flags surface defects in real time, logging every part for traceability.

2-stagedetection and OCR pipeline

4classes: serial ROI, scratch, dent, cast mark

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Computer visionSafety & surveillance

Real-time fire and hazard detection from video

Live and recorded camera feeds are analyzed in real time, with fire and flame events flagged and streamed to a browser dashboard.

Real-timefire and flame detection on live video

0.7confidence threshold tuned for few false alarms

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Computer visionMedia & advertising

Highway traffic counting for outdoor advertising analytics

A camera on a highway billboard counts and classifies passing vehicles, producing impressions data advertisers use for media planning.

4vehicle classes counted

4×frame-skip for high-FPS streams

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Workflow automationProfessional services · Marketing

Scaling LinkedIn content without losing the brand voice

An AI content engine drafts posts and visuals on schedule, with a human approval gate and engagement data feeding back into the prompts.

80%of drafts, visuals and ideas generated by AI

20%human review for brand accuracy

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Workflow automationSales · Lead generation

Turning a stale lead list into a self-running outreach engine

New leads are enriched, synced to the CRM and followed up with personalized AI-drafted emails until they reply.

7-stepfollow-up that stops on reply

0duplicate CRM contacts by design

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