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Obrizo

An AI platform that runs participant screening conversations, transcribes adviser meetings, and translates live discussions for employment-support providers.

Services
Team Extension services
Client
Under NDA
Location
UK
Industry
Management Software Development Services
Results
70%
reduction in manual intake time
75%
faster post-meeting documentation turnaround
100%
UK data-residency compliance coverage
Current thumbnail
Team
AI / LLM Engineer
Technologies
Python
Python
Flask
Flask
Amazon Web Services
Amazon Web Services
Azure OpenAI
Azure OpenAI
LangChain
LangChain

AI Screening Conversations

An AI agent holds screening conversations with program participants over chat. It works around participant availability and takes repetitive data collection off caseworkers.
  • Runs guided intake and triage question flows
  • Accepts responses in multiple languages
  • Generates a standardized report per conversation
  • Passes structured output into existing case records
AI Screening Conversations

Meeting Transcription & Summaries

The platform transcribes adviser meetings and turns each one into structured case notes. It removes the manual write-up that follows every session.
  • Covers in-person and virtual meetings
  • Extracts summaries, actions, and key points
  • Produces compliance-ready documentation
  • Returns English notes from any spoken language
Meeting Transcription & Summaries

Real-Time Conversation Translation

Live two-way translation lets advisers and participants each speak their own language. The platform interprets speech while the conversation continues.
  • Streams translation during live conversations
  • Handles two-way exchange across languages
  • Voices English input in the participant's language
  • Saves an English version for case files
Real-Time Conversation Translation

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CHALLENGES & SOLUTIONS

During our work on this project, we've faced a lot of complicated challenges. We believe that each challenge has a solution. See yourself!
Challenge #1
Data must stay in the UK
Solution #1

Region-aware routing that directs every request to a model approved for the relevant region.
Challenge #2
Database updates clashing in staging
Solution #2

Merge-based Alembic migrations that reconcile divergent branches into a single history.
Challenge #3
Adding features without destabilizing the platform
Solution #3

A multi-service architecture with independent repositories for Lambda, ECS Batch, and the Flask API.

Clients say

We’ve hired a programmer from Incora, who is working on all our plug-ins. We initially worked on a Magento 1 plug-in, then moved on to Magento 2 and PrestaShop ones. I’m very happy with the one developer we’ve been assigned, who is doing a great job. He can think for himself, mention any details we may have overlooked and basically correct requirements. Incora's developer takes initiative, completes work promptly, and produces high-quality deliverables at all times.

Sven Crone

Sven Crone

CEO at EnviaYa

Now this was a great experience. The code was built on time. The end results are beautiful. The deployment went smoothly. We are ending this contract and starting another. Excellent professional tier mathematician. Successful project.

Grover Righter

Grover Righter

Grover Righter , Data Scientist & Founder of Lever10

Incora developed an iOS application for an on-demand delivery service company. The team built and designed the app to help the client achieve an improved user experience and add new features. Incora led a solid process, utilizing various platforms such as Github and Trello to maximize the workflow. The team was full of diverse and talented individuals. In the end, all the work was done in a timely manner.

Khalid Alolayan

Khalid Alolayan

CEO at Shadda

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Anastasiia Pryshliak
Anastasiia Pryshliak
Senior Partnerships Manager

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