Ecofrontiers SARL
AI workshops and agent-readiness audits for enterprises and institutions. Your team uses Claude as a chatbot — we teach them Claude Code, agent orchestration, and how to survive the agent economy shift.
Two gaps, same root cause. Most teams still treat AI as a chatbot, while AI agents are starting to transact autonomously on behalf of humans and organizations. The teams that don't learn to build with agents — and the services that agents can't discover, parse, or pay — won't exist in the next economy.
Where most teams are
Prompting chatbots, built for humans
Copy-paste in, copy-paste out. Websites, login forms, dashboards. No integration, no automation, no agents — and no way for agents to buy from you.
THE SHIFT
THE SHIFT
Where they should be
Orchestrating and agent-native
Writing code, analyzing documents, coordinating tasks autonomously. Machine-readable APIs, capability manifests, programmatic payments — agents can discover you, evaluate you, and pay you.
This gap is widening every month. Our two tracks close it from both sides.
Pick the track that matches where your team is stuck. Run one, run both, or combine them into a custom engagement.
Track A
From chatbot to agent. Tool use, context management, memory, multi-step reasoning, and shipping production with Claude Code.
Modules
What AI actually is now
The state of the art explained without hype. What models can and cannot do. Why Claude is different from GPT and when it matters. Live demonstrations that reframe assumptions.
From chatbot to agent
The difference between prompting a model and orchestrating an agent. Tool use, context management, memory, multi-step reasoning. Why architecture matters more than the model you pick.
Building in practice with Claude Code
Harness design, model routing, constraint systems, and observability. The patterns that separate production-grade deployments from prototypes. Real examples from real systems.
Your roadmap
We map your organization's specific use cases to concrete next steps. What to build first, what to avoid, and how to measure whether it's working. Each team leaves with an action plan.
Deliverables
Workshop deck + recording
AI orchestration playbook
Use case assessment + prioritized roadmap
2-week follow-up call
Track B
The agent economy thesis, the Coasean shift, and an agent-readiness audit of your stack — with a live migration.
Modules
The agent economy thesis
How AI agents transact today. The Coase reframe — why transaction costs are collapsing and what it means for service providers. Real examples of agent-to-service commerce happening now.
Agent-readiness audit
We score your current infrastructure against an agent-readiness checklist. Can an agent discover your service? Parse your API? Pay you programmatically? We find where it breaks.
Live migration
We take one of your endpoints and make it agent-native during the workshop. HTTP 402 middleware, JSON capability manifest, reliability metrics. Your team sees the full process end to end.
Migration roadmap
Prioritized plan for making your full stack agent-consumable. What to migrate first, what infrastructure to add, and how to measure agent adoption.
Deliverables
Agent-Readiness Audit report
One migrated endpoint (x402 middleware + JSON manifest)
Full migration roadmap with prioritized next steps
Workshop recording + reference materials
Who Track A is for
Engineering and product teams
CTOs, VPs of Engineering, Tech Leads
Innovation teams at institutions and universities
Anyone deploying or evaluating AI at their organization
Who Track B is for
SaaS companies and API-first businesses
Protocol teams and Web3 service providers
Engineering teams building for the agent economy
Product leaders evaluating agent commerce strategy
The standard format is a half-day workshop per track, but we adapt to your context. We've delivered versions ranging from 90-minute executive briefings to multi-day engagements where we migrate your full stack alongside your engineering team.
Executive Briefing
90 minutes
Condensed version for leadership. State of the art + strategic implications + next steps.
Half-day workshop
Single track (4h)
Full workshop with all four modules of one track. Up to 20 participants. Remote or onsite.
Extended
Multi-day intensive
Both tracks combined, hands-on building, live migration, and follow-through with your team.
Language: English or French. All formats include deliverables and follow-up.
These workshops aren't theoretical. Every module is grounded in systems we've designed, shipped, or written about.
Built & shipped
Agent-native commerce infrastructure. We designed and built the system that lets AI agents discover, evaluate, and pay for services programmatically.
AI Design Atlas · Regen Atlas · Windfall
Production AI and mechanism-design systems shipped at Curve Labs and Ecofrontiers, combining orchestration, constraint systems, and token-economic design.
Written & taught
Understanding Claude
Our book on how Claude reasons, how to orchestrate it in production, and the architectural patterns that determine whether an AI system works or fails.
Alyra — blockchain & AI school
Course design and external examination for one of Europe's most respected blockchain and AI programs.
Patrick Rawson
From smart contracts to agent orchestration. Ex-CEO of Curve Labs (Berlin), a Web3 venture studio; previously award-winning digital marketer (New York). International Economics, George Washington University.
Louise Borreani
Researcher and consultant at the intersection of AI, blockchain, and sustainability. MA Environmental Policy, Sciences Po Paris.
No hourly billing. Deliverables defined before the engagement starts. Everything is quoted from a starting floor — actual price scales with scope, team size, and track combination.
Executive Briefing
90-minute session for leadership. Either track, or a blended overview.
· State of the art + strategic implications
· Agent economy thesis (if relevant)
· Slide deck + recording
· Follow-up call
Half-Day Workshop
Private half-day for your team. One track, all four modules, full deliverables.
· 4-hour workshop (remote or onsite)
· Playbook or Agent-Readiness Audit
· Live migration (Track B) or use-case assessment (Track A)
· Prioritized roadmap
· 2-week follow-up call
Multi-Day / Full Buildout
Both tracks combined, hands-on building, and multi-endpoint migration alongside your team.
· Everything in Half-Day, both tracks
· Hands-on building sessions
· Multi-endpoint x402 migration
· Agent discovery optimization
· 30-day support window
All prices are starting floors. Final quote depends on team size, onsite vs. remote, and how much of your stack we touch.
30-minute call to understand your context, your team's level, and which track (or combination) makes the most sense. No preparation required.
© 2026 Ecofrontiers SARL