RAG Solutions
Search across your own knowledge, with citations.
Retrieval-augmented generation over your documents, tickets and databases — with chunking tuned to your content, hybrid retrieval, permission filtering and citations back to the source paragraph.
Business benefits
What you get out of it
Every answer cites its source
Permissions respected at retrieval time
Hybrid keyword and vector retrieval
Evaluation set to measure answer quality
Technologies
What we build it with
- pgvector
- Elasticsearch
- OpenSearch
- Embedding models
- Reranking
Industries served
Where this applies
- Manufacturing
- Healthcare
- Retail
- Logistics
- Finance
- Government
Development process
How the engagement runs
The same eight stages apply across services. What changes is the depth of each one.
- 01
Discovery
Stakeholder interviews, current-state review and a written problem statement everyone signs off.
- 02
Business analysis
Requirements elicitation, BRD/FRD/SRS, process models and a traceability matrix.
- 03
Planning
Architecture, estimates, release plan, risk register and the delivery team shape.
- 04
UI/UX design
Information architecture, wireframes, accessible design system and clickable prototype.
- 05
Development
Sprint increments, code review, automated tests and continuous integration.
- 06
Testing
Functional, regression, performance, security and user acceptance testing.
- 07
Deployment
Environment promotion, data migration, cutover rehearsal and go-live support.
- 08
Support & maintenance
SLA response, monitoring, patching and a quarterly improvement roadmap.
FAQ
Questions we get asked before signing
No. We deploy within your cloud account or on-premise where required, and configure providers with zero-retention and no-training terms where a hosted model is used.
Every engagement defines an evaluation set and accuracy thresholds before build, and reports measured performance against them at each release.
Related
More in Emerging Technologies
Artificial Intelligence
AI scoped to a measurable business outcome.
Machine Learning
Models in production, monitored for drift.
Generative AI
Drafting, summarising and extraction — with guardrails.
AI Chatbots
Assistants that answer from your content, and escalate cleanly.
Computer Vision
Inspection, counting and recognition on live feeds.
Data Analytics
One number, one definition, one source.
Ready to build your next digital product?
Send us the brief, the RFP, or a paragraph describing the problem. A consultant reads it and replies within one business day — no sales sequence.