# Rotascale

> AI & Data Transformation for the Enterprise

Rotascale helps enterprises deploy AI that actually works in production. We combine proprietary methodologies, research-backed products, and strategic services to solve the hardest problems in enterprise AI.

## About

Rotascale is an enterprise AI and data transformation company with 15+ years of experience building production-grade AI systems. We specialize in helping organizations move from successful AI POCs to reliable production deployments.

Our approach is built on three pillars:
- **Methodologies**: Proprietary frameworks like ETL-C (Extract, Transform, Load, Contextualize) and AgentOps
- **Products**: Research-backed tools for AI trust, data quality, and agent orchestration
- **Services**: Strategic consulting, implementation, and managed services

## Products

- **Accelerate**: Reduce latency and cost with speculative decoding and custom kernels. 274x speedup potential for ... (https://rotascale.com/platform/accelerate/)

- **AgentOps**: The operational backbone for enterprise AI. Registry, lifecycle, policy enforcement, and observab... (https://rotascale.com/platform/agentops/)

- **Context Engine**: Managed platform for context-first data processing. Contextual joins, adaptive pipelines, and sem... (https://rotascale.com/platform/context-engine/)

- **Eval**: Rigorous, reproducible evaluation at scale. Test trajectories, responses, and model behavior with... (https://rotascale.com/platform/eval/)

- **Guardian**: Know when your AI systems are underperforming, deceiving, or drifting. Real-time monitoring with ... (https://rotascale.com/platform/guardian/)

- **Orchestrate**: Deploy reliable agent systems with built-in verification. Visual builder, audit logs, and enterpr... (https://rotascale.com/platform/orchestrate/)

- **Steer**: Adjust model behavior in real-time without retraining. Steering vectors let you control outputs w... (https://rotascale.com/platform/steer/)


## Services

- **Advisory**: Ongoing support, architecture reviews, incident response, and best practices guidance from experi... (https://rotascale.com/services/advisory/)

- **Assessment**: Comprehensive audit of your AI systems for reliability, safety, and compliance. Identify risks be... (https://rotascale.com/services/assessment/)

- **Implementation**: Deploy Rotascale products in your environment with expert guidance. Architecture, integration, tr... (https://rotascale.com/services/implementation/)

- **Strategy**: Define what AI trust means for your organization, design the architecture to achieve it, and buil... (https://rotascale.com/services/strategy/)

- **Training**: Build internal capability in AI trust, data contextualization, and agent operations. Certificatio... (https://rotascale.com/services/training/)

- **Transformation**: Multi-month strategic engagements for enterprise AI and Data transformation. Not projects - partn... (https://rotascale.com/services/transformation/)


## Industries We Serve

- Financial Services: https://rotascale.com/solutions/financial-services/

- Government: https://rotascale.com/solutions/government/

- Healthcare: https://rotascale.com/solutions/healthcare/

- Insurance: https://rotascale.com/solutions/insurance/

- Telecommunications: https://rotascale.com/solutions/telecommunications/


## Contact
- Website: https://rotascale.com
- Demo Request: https://rotascale.com/get-started/
- Contact: https://rotascale.com/contact/

## Important Pages

### Main Sections
- Home: https://rotascale.com/
- Methodologies: https://rotascale.com/methodologies/
- Platform: https://rotascale.com/platform/
- Services: https://rotascale.com/services/
- Solutions: https://rotascale.com/solutions/
- Customers: https://rotascale.com/customers/
- Blog: https://rotascale.com/blog/
- FAQ: https://rotascale.com/faq/

### Case Studies

- Reducing AI Risk in Transaction Monitoring: https://rotascale.com/case-studies/acme-bank-guardian/


### Blog Posts (Recent)

- What Moltbook Reveals About Multi-Agent Trust at Scale: https://rotascale.com/blog/what-moltbook-reveals-about-multi-agent-trust-at-scale/

- The Agent Watchtower, Part 5: Reference Architecture: https://rotascale.com/blog/agent-watchtower-reference-architecture/

- The Agent Watchtower, Part 4: Economics of Agent Operations: https://rotascale.com/blog/agent-watchtower-economics/

- The Agent Watchtower, Part 3: The Autonomy Spectrum: https://rotascale.com/blog/agent-watchtower-autonomy-spectrum/

- The Agent Watchtower, Part 2: Anatomy of an Agent Control Plane: https://rotascale.com/blog/agent-watchtower-control-plane/

- The Agent Watchtower, Part 1: The Fragmentation Tax: https://rotascale.com/blog/agent-watchtower-fragmentation-tax/

- The Eval Crisis: Why Most Benchmarks Don't Matter: https://rotascale.com/blog/eval-crisis-benchmarks/

- 5 Evals Every Production LLM Needs: https://rotascale.com/blog/five-evals-production-llm/

- The Real Reason Your RAG App Hallucinates (It's Not Chunking): https://rotascale.com/blog/rag-hallucination-real-reason/

- Your AI Architecture is Bleeding Money: https://rotascale.com/blog/ai-architecture-bleeding-money/

- The AI Production Readiness Checklist: https://rotascale.com/blog/ai-production-readiness-checklist/

- Prompt Injection is an Unsolved Problem (Here's How to Mitigate Anyway): https://rotascale.com/blog/prompt-injection-mitigation/

- When to Use Agents vs Deterministic Workflows: A Decision Framework: https://rotascale.com/blog/agents-vs-workflows-decision-framework/

- From 11% to 88% GPU Utilization: How We Built 8x Faster LLM Inference: https://rotascale.com/blog/triton-kernels-8x-inference-speedup/

- Eval Debt Will End Careers: https://rotascale.com/blog/eval-debt-end-careers/

- Agentic AI Is a Cost Center, Not a Strategy: https://rotascale.com/blog/agentic-ai-cost-center/

- AI Observability is Expensive Voyeurism: https://rotascale.com/blog/observability-expensive-voyeurism/

- Your Data Team is Building an AI Graveyard: https://rotascale.com/blog/data-team-ai-graveyard/

- Multi-Agent is This Decade's Microservices Mistake: https://rotascale.com/blog/multi-agent-microservices-mistake/

- The AI POC Trap: Why Your Demo Worked and Production Won't: https://rotascale.com/blog/ai-poc-trap/


## Technical Information
- RSS Feed: https://rotascale.com/feed.xml
- Sitemap: https://rotascale.com/sitemap.xml
- LLMs.txt: https://rotascale.com/llms.txt