Manufacturing & Logistics
Visual defect detection on the line
Detect defects consistently from camera images at production speed.
How we approach it
- Data collection and labelling with operators
- Fine-tuned vision model optimised for edge hardware
- Monitoring and continuous retraining from operator feedback
How success is measured
Detection recall/precision on held-out images, false stops per shift.
Related
More use cases.
Finance & Insurance
Claims intake & triage agent
Read claim documents and photos, check coverage and route claims automatically.
AI AgentsImage & VisionEvals & Guardrails
Open →
Retail & E-commerce
Product content & imagery at scale
Generate descriptions, attributes and lifestyle images for thousands of SKUs.
Image & VisionFine-tuningLLM Apps & Copilots
Open →
Manufacturing & Logistics
Maintenance technician copilot
Answers from manuals, work orders and sensor data at the machine.
RAG & SearchAI AgentsData for AI
Open →
Next step
Let's talk about your AI system.
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Keep exploring
There’s more to see.
Up next · How we work
Start small. Prove value. Scale.
Three engagement models, a measure-first approach and a 3-click starting-point finder.
About
Hands-on engineering, not slideware
Who we are and the principles we work by.
Blog
Notes from the field
In-depth articles on architecture, production lessons and research.
Services
Everything between the idea and the SLA
Agents, MCP servers, RAG, fine-tuning, voice, vision and governance, 19 hands-on capabilities.
Platforms & Cloud
The heavy lifting behind AI
Data & AI platforms, landing zones, accelerators and migrations between cloud AI providers.