COMPARISON
Leapfrog AI vs Enterprise AI consulting (Accenture, Deloitte, McKinsey tier)
Enterprise AI programs are designed for Fortune 500 scale. The mid-market model is designed for €100M-€500M companies that need results this quarter, not next year.
Quick answer
Choose the mid-market model if your revenue is €100M-€500M and you need production AI in 90 days at a five-to-six-figure budget. Choose the enterprise model if you are a Fortune 500 company running a multi-year, multi-country AI transformation.
What is Mid-market model (Leapfrog AI)?
Leapfrog AI is a mid-market AI consulting and implementation firm headquartered in Romania, serving EU and US companies with €100M-€500M revenue. We deliver AI audits (€3K, 1 week), AI pilots (from €20K, 6 weeks), and ongoing partnerships (custom, monthly). GDPR-native, fixed-price, no consulting theater.
What is Enterprise model?
Enterprise AI consulting — Accenture, Deloitte, BCG GAMMA, McKinsey QuantumBlack — sells transformation programs: strategy phases, governance frameworks, global delivery centers, and multi-year roadmaps. Minimum engagements typically start at $1M-$2M and programs run 12-24 months before first production deployment.
Side-by-side comparison
| Criteria | Mid-market model (Leapfrog AI) | Enterprise model |
|---|---|---|
| Target customer | €100M-€500M mid-market | Fortune 500 / Global 2000 |
| Entry point | €1,000 Agentic Automation Review | $500K-$2M strategy phase |
| Time to production AI | 4-12 weeks | 12-24 months |
| Team composition | 2-8 senior builders | Partner + managers + offshore delivery pyramid |
| Pricing model | Fixed price per deliverable | Time & materials, change orders |
| Deliverable | Working system in production | Roadmap, then a program, then delivery |
| Governance overhead | Right-sized: DPA, ISO practices, handover docs | Steering committees, PMO, transformation office |
| Failure mode | Scope too small for group-level politics | Pilot purgatory: strategy without shipped systems |
| Best for | Companies that need ROI this year | Enterprises with multi-year transformation mandates |
When to choose Mid-market model (Leapfrog AI)
- Revenue is €100M-€500M and every euro of spend must show return
- You want a working system this quarter, not a roadmap next year
- Your budget starts at €1K per initiative, not $1M+ per program
- You want the people who pitch to be the people who build
- EU data residency and GDPR compliance are defaults, not projects
When to choose Enterprise model
- You are coordinating AI across dozens of countries and business units
- The mandate is enterprise-wide transformation, not a process fix
- You need an army of consultants and a brand-name report for the board
- Budget and timeline are secondary to coverage and politics
Frequently asked questions
Is mid-market AI consulting just cheaper enterprise consulting?
No — it is a different delivery model. Enterprise firms sell programs (strategy → roadmap → delivery pyramid). The mid-market model sells bounded deliverables: audit, pilot, implementation, each fixed-price and each ending in something running in production.
Why do mid-market companies fail with enterprise AI vendors?
The economics do not fit. A $1M minimum engagement to fix a $50K/year problem never closes, so the deal either dies or gets descoped into a strategy deck. Mid-market firms start at the size where the problem actually lives.
When should a mid-market company still hire an enterprise firm?
When the buyer is group-level (a holding company mandating one vendor), when regulatory reporting requires a Big Four signature, or when the program genuinely spans many countries. For a single business process, almost never.
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