Enterprise Agentic AI — From Proof of Concept to Production
We help enterprises architect, build, and scale agentic AI systems on AWS — so your AI investments ship, perform, and last.
Great Demo, Now What?
Most enterprises aren't struggling to start AI projects — they're struggling to finish them. Prototypes stall. Pilots don't survive contact with production traffic, compliance reviews, or real-world data. Internal teams inherit systems they can't maintain. And every month of delay is a month your competitors are shipping.
Agentic AI raises the stakes further. Multi-agent orchestration, tool-use reliability, guardrails, latency budgets, cost control — the jump from a compelling demo to a system your business can depend on requires a depth of hands-on experience that most consultancies simply don't have.
That's the question Avola Labs exists to answer.
What We Do
Three ways we meet you where you are — whether you need hands-on delivery, strategic clarity, or team acceleration.
Agentic AI Architecture & Delivery
Production-ready agentic AI systems on AWS — from single-agent copilots to multi-agent orchestrations with RAG, tool-use, and human-in-the-loop controls.
- Agentic workflows tuned for retrieval quality, latency, and cost
- RAG pipelines with vector databases optimized for your domain
- Guardrails and observability built in from day one
Outcome — Systems that survive production — sub-second response times, measurable accuracy, and cost controls your finance team can live with.
AI Strategy & Assessment
Cut through the noise on where agentic AI fits your roadmap. Assessments rooted in what actually ships — not what looks good in a slide deck.
- Use case discovery and prioritization workshops
- Technical feasibility and ROI assessment
- Architecture reviews of existing AI/ML systems
Outcome — An actionable AI roadmap tied to business value and technical reality — not a 60-page PDF that sits in a drawer.
Team Enablement & Workshops
Practical knowledge transfer so your team can own, evolve, and operate AI systems independently — without long-term dependency on outside help.
- Hands-on agentic AI and RAG workshops
- Custom training tailored to your stack and skill level
- Architecture patterns and reusable solution templates
Outcome — Teams that ship independently — reduced time-to-production and confidence to iterate after we leave.
Available as fixed-scope projects, embedded team augmentation, or ongoing advisory retainers. Every engagement is scoped to your timeline, team, and budget.
How We Work
A straightforward process designed to move fast without cutting corners.
Discovery Call
A 30-minute conversation to understand your challenge, assess fit, and identify where AI can create the most value. No pitch decks. No pressure.
Scoping & Proposal
We define the engagement — deliverables, timeline, team structure, and investment — tailored to your specific problem. You'll know exactly what you're getting before we start.
Deliver & Enable
We build alongside your team, not in a black box. Every engagement includes working sessions, architecture documentation, and knowledge transfer — so you own what we build and can extend it independently.
Why Us
There are hundreds of AI consultancies. Here's why enterprises choose Avola Labs.
Built Inside AWS, Tested Inside Enterprises
Founded by a former AWS Applied Scientist who spent years embedded with the platform's largest enterprise customers. We helped shape how Fortune 500 companies adopt AI on AWS — and we understand the procurement cycles, security reviews, and organizational friction that kill most AI initiatives.
Production-Grade Builders Who Push Boundaries
We've shipped GenAI systems serving real users at scale — with competitive wins and measurable business impact. We hold a granted patent in AI with additional filings pending. When off-the-shelf approaches fall short, we advance the state of the art — then ship it.
We Make Ourselves Unnecessary
AWS re:Invent speakers, open-source contributors, and hands-on practitioners. Every engagement includes knowledge transfer — working sessions, documentation, and embedded coaching. The best consultants leave you stronger. That's why clients keep coming back.
Trusted Across Industries
Our team has delivered production AI systems across sectors — these are some of the industries we serve.
Meet the Founder
Tesfagabir Meharizghi
Founder & Principal, Avola Labs
View LinkedIn ProfileTesfagabir founded Avola Labs on a simple conviction: enterprises don't need more AI demos — they need someone who's shipped the hard stuff and can help them do the same. He brings over a decade of experience in applied science and engineering, including 8+ years building production ML and AI systems for Fortune 500 enterprises.
He spent 6+ years at AWS — first at the Amazon ML Solutions Lab, then at the Generative AI Innovation Center — where he led dozens of the company's most strategic customer engagements. He holds a granted patent in AI with additional filings pending, has presented at AWS re:Invent, and has trained 15+ enterprise teams on GenAI deployment.
Let's Talk
Whether you're exploring where agentic AI fits in your roadmap or ready to build, we'd like to hear from you.
A 30-minute conversation to understand your challenge and assess fit — no commitment required.