Model Evaluation - Jan 21, 2026
We build AILLM Apps
Product + embedded delivery - we design, build, and deploy reliable AI systems for teams, founders, and enterprises.
Typically replies in 24-48 hours. Private beta onboarding.
Capabilities
Build, deploy, and scale AI systems.
Infrastructure built for production model-flow systems: architecture, orchestration, and evaluation pipelines.
ProductServicesResearch-to-ProductionEnterprise-ready
AI SaaS Products
End-to-end AI features shipped into real apps.
- Architecture + implementation
- Monitoring + iteration
Chatbots & Copilots
Support, sales, internal ops, and workflow copilots.
- Tool calling + guardrails
- Conversation analytics
RAG Knowledge Systems
Search + retrieval over your docs and data.
- Indexing pipelines
- Eval + quality gates
AI Agents & Automation
Agentic workflows that execute tasks safely.
- Policies + approvals
- Runbooks for ops
Deployment & Scaling
Production deployment, latency, and cost control.
- CI/CD + infra setup
- Performance + cost tuning
Enterprise Integration
Security, governance, and integration with your stack.
- Access control + audit
- Integration + handoff
WHAT YOU RECEIVE
Operator-grade artifacts your team can own.
We deliver the blueprints, evidence, and operational assets your team needs to run confidently.
- System blueprint (architecture + data flow)
- Evaluation report + quality gates
- Telemetry dashboard + alerting
- Runbooks + handoff checklist
INFRASTRUCTUREEnterprise-grade foundation built for scale.
BLUEPRINTArchitecture and data flow.
TELEMETRYReal-time reliability tracking.
Process
How we work
Fast alignment, disciplined delivery, production ownership.
Align
Define the use-case, constraints, and success metrics.
- Scope + roadmap
- Risks + guardrails
Build
Ship a working system with evaluation and observability.
- Prototype -> production
- Quality gates
Operate
Make it measurable, safe, and maintainable.
- Telemetry + alerts
- Runbooks + handoff
Industries
Industries with real AI ROI
We build production AI systems where reliability, governance, and measurable outcomes matter. From RAG and agents to evaluation pipelines and observability, we help teams ship and scale safely.
Tier 1
High-fit verticalsFinancial Services
Fraud, compliance, and decisioning pipelines with auditable evaluations and monitoring.
ExploreHealthcare and Life Sciences
Clinical and research workflows powered by governed retrieval and safe deployment.
ExploreManufacturing and Industrial
Predictive maintenance and quality systems with streaming data and observability.
ExploreRetail and E-commerce
Personalization and support automation with reliable retrieval and A/B evals.
ExploreTransportation and Logistics
Forecasting and routing optimization with robust pipelines and telemetry.
ExploreTier 2
Strategic opportunitiesTelecommunications
Network automation and customer ops with scalable orchestration and drift monitoring.
ExploreMedia and Entertainment
Recommendations and content intelligence with evaluation harnesses and governance.
ExploreGovernment and Public Sector
Service automation and analytics with compliance-first pipelines and traceability.
ExploreTestimonials
What teams say about MuFaw
Real feedback from teams who want dependable AI systems in production.
“MuFaw made our model-flow observable and easier to operate in production.”
Lena Iqbal
CTO, industrial automation
“The embedded pod delivered guardrails and runbooks we could keep using.”
Derrick Coleman
Head of Data Platform, fintech
“They balanced research rigor with production reality and clear ownership.”
Mina Rao
Director of AI Research, healthcare
FAQ
Answers to common questions
What do you build?
We design and deliver reliable AI systems that ship: from the first prototype through production readiness and ongoing operations.
Can you work with our existing stack?
Yes. We integrate with your models, data, tools, and infra so you keep ownership while we improve reliability and performance.
How do you ensure quality and safety?
We add evaluation gates, monitoring, and incident runbooks so quality is measurable and failures are contained.
How do we start?
We begin with a short alignment sprint to define scope, constraints, and success metrics, then move into delivery.
Do you provide product + services?
Yes. We ship product-grade components and embed with your team to implement them in your environment.
What happens after launch?
We help your operators own the system with monitoring, alerts, and handoff runbooks that support day-to-day use.
Blog
Notes from MuFaw
Updates on architecture, reliability, and what we're building.
Latest notesView all
We build on and integrate with ecosystems like
Ready to build something dependable?
Tell us what you're building - we'll respond with a plan.