Vision Logic Solutions
AI Agents Automation
Vision Logic Solutions engineers sovereign AI systems, agentic workflows, and fine-tuned open-source models for enterprises in regulated industries.
About
Vision Logic Solutions builds production-grade AI systems for enterprises in fintech, healthcare, legal, and government sectors. Their approach centers on closing the 'Production Gap' — moving clients beyond API wrappers into fully owned, secure AI infrastructure running in private VPCs or on-premise environments. Core capabilities include custom fine-tuning of open-source models like Llama 3.1 and Mistral, multi-agent workflow orchestration via LangGraph and CrewAI, and full-lifecycle MLOps with drift detection and automated retraining.
Founded in 2023 and headquartered in Austin, they operate global hubs in San Francisco, London, and Bangalore. Their 4-Tier Framework — Data Sovereignty, Fine-tuning, AgentOps, and Production MLOps — structures engagements from startup pilot deployments to enterprise-scale rollouts, typically completed within a 90-day roadmap. They explicitly filter for engineering partnerships where data control, auditability, and long-term cost efficiency are requirements.
What They Do
Data Sovereignty & Secure Deployment
Private VPC and on-premise AI deployments ensuring proprietary data never trains public models
Quantized open-source model serving with full audit logs and governance controls
VPC-based deployment on AWS, Azure, and GCP with Multi-Layer Validation Pipelines against hallucinations
Fine-Tuning & Model Optimization
Customizing Llama 3.1 and Mistral weights for vertical-specific business logic
Quantization and distillation to reduce token costs; targets 80% API cost reduction
Optimized serving via vLLM
AgentOps & Agentic Workflows
Multi-agent systems using LangGraph and CrewAI that research, reason, and execute transactions
Compliance and fraud-detection agents for finance, autonomous contract lifecycle management for legal, and HIPAA-compliant patient RAG for healthcare
Predictive demand and autonomous procurement agents for supply chain
Production MLOps
Full-lifecycle model management: drift detection, automated retraining, cost monitoring
Architectures designed for 24×7 availability with deterministic fallbacks and agent loop safeguards
Architecture Audit
Entry-point engagement assessing data silos, security requirements, and ROI opportunities before any build begins
Services & Tech Stack
Services
- Multi Agent Workflow Orchestration
- Autonomous AI Agents
- Custom LLM Fine Tuning
- RAG Pipeline Development
- AI Model Monitoring
Tech Stack
- Llama 3
- LangChain
- LangGraph
- CrewAI
- Pinecone
- Weaviate
- vLLM
- Mistral API
Is This a Fit?
Enterprises in fintech, healthcare, legal, or government that need fully owned, auditable AI systems running in private cloud or on-premise environments.
Teams looking for no-code automation, Zapier-style workflows, chatbot demos without production ownership, or simple OpenAI API wrappers.
Ideal Client
CTOs, VP of Engineering, and Chief Compliance Officers at regulated-industry enterprises moving beyond AI pilots into organization-wide deployment.
Track Record
Founded in 2023, Vision Logic Solutions is a small specialist team with global hubs in Austin, San Francisco, London, and Bangalore, focused exclusively on sovereign AI and MLOps for regulated industries.
Common Outcomes
- 90% reduction in manual auditing via fine-tuned LLMs identifying anomalies in finance workflows
- 80% reduction in API costs through open-source model fine-tuning and quantization
- Full production AI rollout within 90 days from architecture audit to AgentOps deployment
- Reclaim 20+ hours per week via rapid stateless agent deployment for startups
Use Cases
Case Studies
This vendor has not published detailed case studies yet.
At a Glance
Location
Austin, United States
Founded
2023
Team Size
1 – 10Timeline
90 days (14-day architecture audit, 30-day pilot, 45-day production rollout)
Delivery
RemoteEngagement
Project BasedClient Tier
StartupEnterpriseRegions Served
Northern AmericaSouthern AsiaNorthern EuropeLanguages
English
Focus Areas
Industries
Specialties
Verticals
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| Signal | |||
|---|---|---|---|
| Category | AI Agents Automation | AI Agents Automation | AI Agents Automation |
| Location | Austin, United States | New York, United States | Wroclaw, Poland |
| Team Size | Not listed | Not listed | Not listed |
| Client Tier | Startup | Startup | SMB |
| Delivery Model | Remote | Remote | Remote |
| Typical Budget | Not listed | $5,000 - $50,000 / month | $10,000 – $199,999 |
| Services | Multi Agent Workflow OrchestrationAutonomous AI AgentsCustom LLM Fine Tuning+2 | Autonomous AI AgentsBusiness Process AutomationHuman In The Loop Workflows+1 | Autonomous AI AgentsMulti Agent OrchestrationRAG Pipeline Development+2 |
| Tech Stack | Llama 3LangChainLangGraph+5 | Not listed | LangChainLlamaIndexPydanticAI+5 |