COMPARISON
Leapfrog AI vs ChatGPT Enterprise
ChatGPT Enterprise gives every employee a general-purpose AI. A custom Leapfrog AI system automates one business process end-to-end. They solve different problems.
Quick answer
Choose a custom AI system if you want a specific process — document intake, support triage, quoting — automated and measured. Choose ChatGPT Enterprise if you want to give employees a general assistant and let productivity gains emerge bottom-up.
What is Custom AI (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 ChatGPT Enterprise?
ChatGPT Enterprise is OpenAI’s business tier: unlimited GPT access, longer context, admin console, SSO, and no training on your data. It is priced per seat and deployed as a general assistant — employees decide how to use it. It is not a process-automation system and does not integrate into your workflows by itself.
Side-by-side comparison
| Criteria | Custom AI (Leapfrog AI) | ChatGPT Enterprise |
|---|---|---|
| What it is | A system that runs a process | A general assistant for employees |
| Cost structure | Fixed project price (from €1K) | ~$60/seat/month, recurring forever |
| Value driver | Measured process outcome (cost/time saved) | Diffused individual productivity |
| Workflow integration | Native — runs inside your systems | Chat interface; copy-paste between tools |
| ROI measurement | Built-in metrics and evals | Largely anecdotal |
| Data residency | EU (Frankfurt) or on-premise | OpenAI-controlled infrastructure |
| Adoption effort | Zero — system works without user behavior change | Requires employee habit change |
| Where it fails | Overkill for ad-hoc questions | Cannot own a process end-to-end |
| Best for | Automating a defined, repeated process | Broad employee enablement |
When to choose Custom AI (Leapfrog AI)
- A specific process repeats daily and has measurable cost
- You want the outcome, not a tool employees might use
- Workflow integration matters more than a chat window
- You need EU data residency or on-premise deployment
- CFO wants ROI measured per process, not per seat
When to choose ChatGPT Enterprise
- You want company-wide AI access for general productivity
- Use cases are unknown and you want bottoms-up discovery
- Per-seat SaaS budgeting is easier than project budget
- Your teams are already heavy ChatGPT users
Frequently asked questions
Is ChatGPT Enterprise enough for business automation?
For individual assistance, yes. For automating a business process, no — ChatGPT Enterprise has no native way to own a workflow, enforce business rules, or report process-level metrics. Custom GPTs help at the margins but remain assistants, not systems.
How does the cost actually compare?
ChatGPT Enterprise at ~$60/seat/month costs $36K+/year for 50 seats, forever, for diffuse gains. A Leapfrog AI pilot (from €20K, once) automates a defined process with measured savings — frequently the same annual spend for a permanent asset.
Can we do both?
Yes, and many companies should: seats for general productivity, a custom system for the one or two processes where automation ROI is provable. The AI Audit (€3K) identifies which processes justify a custom build.
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