Finding the right expert.
A research platform that analyses each project with specialised agents and ranks experts with supervised ranking models trained on labelled examples.
- Client
- Gathersight
- Service
- AI agents and web product
- Year
- 2020
- Stack
- Python · NLP · Ruby on Rails · React
AI-driven platform for expert search and knowledge workflow automation using multi-agent systems, NLP models, and supervised ranking algorithms.
Client
Gathersight streamlines expert identification and knowledge curation by orchestrating multi-agent AI workflows. Structured project descriptions are processed, semantically parsed, scored and ranked by agents operating specialized tasks, enabling scalable expert matching and automated knowledge management.
- React
- Ruby on Rails
- OpenAI
- Machine Learning
- CircleCI
- AWS
- Python
- PostgreSQL
- NLP
- GraphQL
- AI Agents
Product
Multi-Agent Expert Selection and Knowledge Orchestration.
NLP Parsing and Semantic Understanding
Incoming project descriptions are processed by transformer-based NLP agents, extracting key themes, expertise domains, and project metadata.
Supervised Profile Ranking
Labeled datasets train ranking models to score expert profiles based on relevance to parsed project needs, using both industry-specific data and semantic similarity metrics.
Multi-Agent Workflow Automation
Specialized autonomous agents handle distinct tasks such as data ingestion, profile enrichment, semantic validation, prioritization, and content structuring.
Video Response Processing
Experts submit asynchronous video responses that are transcoded via AWS Lambda pipelines, stored in S3, and indexed for review by downstream agents.
GraphQL API Layer
Provides real-time access to expert profiles, ranking updates, project reviews, and collaborative feedback sessions.
Content Classification Agent
Uses supervised ML models to categorize, tag, and prioritize expert-generated content for efficient retrieval and ongoing knowledge organization.
Let’s build together
We combine experience and innovation to take your project to the next level.