Raga AI is built on the enterprise AI, software and data delivery experience of founder Usman Bukhari, who has personally delivered projects across complex and regulated organisations.
Projects that predate RAGA AI LTD were personally delivered by Usman Bukhari through Usman Bukhari Ltd. The relevant delivery context is identified within each case study.
Sensitive audio cannot leave controlled infrastructure, and unscripted overlapping speech defeats generic transcription — while long hearings make per-minute API pricing untenable.
What changed
Whisper large-v3 self-hosted on local GPU with faster-whisper (CTranslate2) for batched throughput
Manual review at that volume is slow and inconsistent, and any automated conclusion is worthless to an auditor unless it can be traced back to the exact source page.
What changed
Mixed-format ingestion and layout-aware OCR across scans, stamps and handwritten annotations
Visitors had to self-diagnose which route, qualification and funding applied to them, and the underlying content model held nothing structured enough to personalise against.
What changed
Complete data restructure capturing sector background, qualifications, subject interest and intent as structured attributes
Speech-to-speech has to stay low-latency while still grounding answers in domain knowledge and executing real actions mid-call — and quality has to be measurable in production.
What changed
Production voice agents on Azure AI Foundry using the GPT-4o Realtime API, with function calling for in-call tool use and action execution
Onboarding took days or weeks, data had to be reconciled across sources with conflicting records, and everything had to hold up in a regulated compliance environment.
What changed
A multi-agent system gathering and reconciling client data across external registers and internal systems into structured risk summaries
A greenfield build in a clinical setting has no tolerance for hallucination or stale information, while service discovery was scattered across dozens of regional sites.
What changed
A clinical knowledge assistant grounded in approved NHS guidance, with answers traceable to their source material