Web, APIs, filings, news feeds, and internal documents
AI agent systems
AI agents for real-world data workflows.
We build agent harnesses and LLM-assisted data pipelines that collect information, keep context, call tools, and turn noisy sources into reports, alerts, and workflows.
- Harness
- Tools, memory, evaluation
- Context
- Web, APIs, documents
- Output
- Reports, alerts, workflows
// data → agent workflow
Extraction, enrichment, storage, search, and memory
Tool use, prompts, validation, retries, and evaluation
Reports, alerts, dashboards, structured data, and workflow actions
What we build
From raw information to reliable AI workflows.
Monitor competitors, markets, pricing, news, and regulatory signals with systems that collect, normalize, and summarize external information.
Build agent harnesses that use tools, memory, validation, and structured context to run repeatable research and analysis workflows.
Automate lead research, enrichment, reporting, vendor tracking, and other information-heavy operational workflows.
Collect, clean, deduplicate, and structure information from websites, APIs, feeds, documents, and internal systems.
Turn repeatable research tasks into workflows that gather sources, extract facts, compare options, and produce reviewable outputs.
Track market, competitor, pricing, regulatory, or operational signals and notify teams when something meaningful changes.
Selected work
Case studies.
Examples of production work across large-scale data collection, procurement intelligence, and AI-assisted operations.
High-throughput ETL pipeline for web assets
An ETL system using gRPC, RocksDB, and object storage to reliably process and distribute billions of web assets.
Billions of web assets processed Read more- High-throughput ETL
- gRPC integration
- RocksDB metadata
- Pipeline diagnostics
Wholesale price monitoring and discount alerts
A system that monitors supplier offers and alerts purchasing managers when wholesale prices change.
Price changes surfaced through a dashboard and alerts Read more- Supplier monitoring
- Price history
- Change detection
- Discount alerts
AI agent workflow automation
An AI-assisted office workflow that gathered context, validated intermediate work, and produced structured outputs.
Reduced a multi-hour workflow to 10-20 minutes Read more- Agent orchestration
- Context handling
- Validation
- Structured outputs
MCP server for data analysis
An MCP server that let users query data collected from multiple APIs through natural language.
Complex SQL data made accessible through answers and tables Read more- API ingestion
- MCP integration
- LLM-generated SQL
- Data presentation
Real-time entity relationship system
A live intelligence system that extracted named entities from industry websites and displayed relationships as they changed.
Real-time view of entities and relationships Read more- Website monitoring
- Entity extraction
- Relationship mapping
- Live updates
Brand intelligence research agent
An agent that analyzed keywords, search rankings, page content, and SERP composition to produce brand intelligence reports.
A single view of brand visibility across search results Read more- Keyword collection
- Position tracking
- Page analysis
- SERP composition