MWP Sprint — Context Engineering implementation end-to-end
Full implementation of the Model Workspace Protocol in 4 to 6 weeks. Fixed price, documented scope, launch guaranteed.
What it is
The MWP Sprint is the end-to-end implementation of the Model Workspace Protocol into your operation. In 4 to 6 weeks you go from zero to a system running in production: business agents.md, MWP folder architecture, MCPs connected to your stack (Gmail, Calendar, CRM, Notion, Supabase), skills per department, RAG with your docs, n8n workflows, Next.js dashboard with usage metrics, and 2 training sessions with a runbook. We don't sell decks, we don't sell hours: we sell a system that works on Monday. Fixed price between $8K and $15K USD based on scope — more MCPs, more integrations, more departments increase the scope.
Who it's for
- LATAM companies with USD $2M–$10M revenue
- Teams of 20 to 80 people with 1 to 3 internal technical hires (CTO, dev, ops)
- Quantifiable pain: can't scale without hiring, broken processes with measurable cost in time or money, or ad hoc AI usage they want to systematize
- Decider: CTO or Engineering Lead as champion; CFO or CEO as sponsor
- Access to USD (the sprint is billed in USD)
- Priority verticals: Health Tech, Fintech, Legal Tech, professional services agencies
Measurable results
- 92%cost reduction per transaction · prior auth automation healthcare ($11.33 → $0.87)
- 451%documented ROI · Johns Hopkins revenue cycle
- 200+hours saved in tax season · Thompson & Associates · 3x capacity without hiring
- 96%faster response · real estate contract generation · 14,600 calls processed with active client
- 40+doctors live in production · E-Growth Medra case
What you take home
- agents.md for the business: context, voice, formalized processes
- MWP folder architecture adapted to your real workflow
- MCPs connected to your stack: Gmail, Calendar, CRM, Notion, Supabase or whatever you run
- Skills per department: executable SOPs, not dead PDFs
- RAG / Knowledge Base with business docs (pgvector on Supabase)
- Self-hosted n8n workflows for core processes
- Next.js dashboard with usage metrics and ROI
- 2 training sessions with your team + operations runbook
How we implement it
- Week 1
Immersion
Workflow mapping with your team, context audit on your real operation, MWP architecture design.
- Week 2
Quick win
A working workflow live in production, visible to the team. Builds momentum and validates the approach.
- Week 3–4
Build core
MCPs connected to the stack, skills per department, RAG populated, dashboard with metrics.
- Week 5
QA + training
End-to-end testing of the full system, first training session with your team.
- Week 6
Go-live
Full handoff, second training session, operations runbook delivered.
Service-specific FAQ
What if the go-live isn't met?
Proportional refund for undelivered scope. Documented in the MSA before we start. Launch guaranteed means that if anything in the agreed scope isn't running in production, we return the proportional amount.
What drives the price between $8K and $15K?
Build scope: number of MCPs to connect, stack integrations (how many external systems), and how many departments enter the system. We nail it down together in the discovery call and lock it in the MSA — no hourly billing, no surprises.
Who owns the code, agents.md, and MCPs?
You do. Everything lives in your repo, your infra, your MCPs. No vendor lock-in. MWP is plain text versioned in git: you can hire someone else tomorrow and nobody depends on us to understand the system.
Do we need an internal tech team?
Ideally 1 to 3 internal technical hires (CTO, dev, or ops) who can operate the system after handoff. If there's no tech team, the post-sprint Retainer becomes almost mandatory — it's not a blocker, but it is a 12-month success condition.