ObjectWeaver is designed for applications where structure, reliability, and complexity management are critical. Unlike simple chatbots, it builds complex systems where different parts of the output require different levels of intelligence.
Multi-Metric Code Analysis
The Challenge
Single LLM prompts get confused when checking for bugs, security, style, and architecture simultaneously.
The Solution
Security: Specialized security prompt
Style: Fast model for conventions
Architecture: Reasoning model (GPT-4)
The Result
Comprehensive JSON report with isolated, accurate metrics.
Meeting Intelligence
The Challenge
Messy transcripts lead to hallucinations when extracting attendees, summaries, and action items together.
The Solution
Extraction: Fast models for data
Action Items: Reasoning models for tasks
Sentiment: Parallel analysis field
The Result
Structured database records from raw audio.
Auditable Decision Making
The Challenge
"Computer says no" isn't acceptable for insurance claims or safety forms. You need a permanent audit trail.
The Solution
Scoring: Programmatic business logic scores
Routing: Decision Points for claim direction
Evidence: Citations for claim correctness
The Result
Automated decisions that are 100% transparent, explainable, and ready for audit.
Infinite-Context Generation
The Challenge
Generating massive datasets or full books hits token limits. Models forget the beginning by the end.
The Solution
Independence: Separate generation requests
Orchestration: Managed context passing
Scale: Unlimited total output size
The Result
Massive, coherent outputs (books, large datasets) that exceed single-model capabilities.
Deterministic Agent Workflows
The Challenge
Agent loops (ReAct) are unpredictable, hard to debug, and often get stuck in repetitive cycles.
The Solution
No Loops: Unroll processes into a DAG
Contracts: Guaranteed JSON interfaces between steps
Visibility: Inspect the state at any node
The Result
Complex, multi-step autonomous behaviors that you can actually trust in production.
Automated RFP & Questionnaire Response
The Challenge
Sales and security teams waste days manually answering the same 200 questions (SOC2, ISO, Security) for every new deal.
The Solution
Retrieval: Find approved answers from knowledge base
Adaptation: Rewrite content to fit specific question nuance
Compliance: Enforce "Yes/No" formats or word counts
The Result
Weeks of manual copy-pasting compressed into minutes, with consistent, approved messaging.
Ready to build your own?
Start with our Docker setup and have your first schema running in minutes.