Total cost of ownership calculator
Calculate the true cost of Claude Code for your organization: LLM benchmarks (Claude, GPT, Gemini, DeepSeek, Qwen, Mistral, local models) and comparison with Copilot, Cursor, Windsurf, Aider.
Claude Code plans
Anthropic offers several access tiers for Claude Code. The right choice depends on your team size, usage volume, and compliance requirements.
Available plans
| Plan | Price | Usage limit | Best for |
|---|---|---|---|
| Pro | $20/month/user | Moderate usage (throttling possible) | Individual developers, small teams |
| Max 5x | $100/month/user | 5x Pro capacity | Teams of 5 to 20 devs, daily use |
| Max 20x | $200/month/user | 20x Pro capacity | Intensive teams, large projects |
| API Team | ~$30-60/month/user | Pay-as-you-go (tokens consumed) | Tech teams, granular cost control |
Cost by team size
Here is a realistic estimate of monthly cost by plan and number of developers.
| Number of devs | Pro ($20) | Max 5x ($100) | Max 20x ($200) | API (~$40/dev) |
|---|---|---|---|---|
| 10 devs | $200 | $1,000 | $2,000 | ~$400 |
| 50 devs | $1,000 | $5,000 | $10,000 | ~$2,000 |
| 200 devs | $4,000 | $20,000 | $40,000 | ~$8,000 |
Coding assistant tools comparison
| Tool | Type | Price/user/month | Strengths | Limitations |
|---|---|---|---|---|
| Claude Code Max 5x | Terminal agent | $100 | Native terminal, 200K context, MCP, autonomous agents | No built-in IDE |
| GitHub Copilot Business | IDE plugin | $39 | Deep IDE integration, Copilot Chat, agent mode | Limited context, no terminal |
| Cursor Business | IDE (VS Code fork) | $40 | Full IDE, vision, multi-model | Tied to the Cursor editor |
| Windsurf Pro | IDE (VS Code fork) | $15 | Best value agentic IDE, multi-step "Flows" | Younger ecosystem |
| Aider | Terminal agent (OSS) | Free (API keys) | Open source, git-native, works with any model | Manual setup, no GUI |
| Codestral (Mistral) | Code API | ~$0.30/MTok input | 256K context, 80+ languages, very affordable | Raw API, no integrated tooling |
What the sticker price doesn't tell you
The listed price doesn't tell the whole story:
- Copilot at $39 offers autocomplete and chat, but no terminal access, no MCP, no command execution. For complex tasks (multi-file refactoring, E2E test generation, CI automation), you end up multiplying manual interactions.
- Cursor at $40 is a full IDE but ties you to a specific editor. If your team uses VS Code, Neovim, or JetBrains, that means changing habits.
- Claude Code at $100 costs more on paper, but it acts directly in your environment. A refactoring that takes 3 hours manually takes 20 minutes. Against a senior dev salary, the tool pays for itself in days.
- Windsurf at $15 is the best value in the agentic IDE category, but its ecosystem is newer.
- Aider is free and open source, but you pay for the underlying model's API keys. A solid option for teams that want full control.
- Codestral (Mistral) is roughly 7x cheaper than GPT-4.1 per token, making it compelling for high-volume autocomplete.
LLM coding benchmarks
The scores below compare models on the main coding benchmarks. SWE-bench Verified measures the ability to resolve real bugs in open-source projects. HumanEval measures isolated function generation.
Cloud models (paid API)
| Model | Provider | SWE-bench Verified | HumanEval | Aider Polyglot | API pricing (input/output per MTok) |
|---|---|---|---|---|---|
| Claude Opus 4 | Anthropic | 72.5% | 94.5% | - | $15 / $75 |
| Claude Sonnet 4 | Anthropic | 72.7% | 95.1% | - | $3 / $15 |
| GPT-4.1 | OpenAI | 54.6% | ~90% | - | $2 / $8 |
| GPT-4o | OpenAI | 33.2% | 90.2% | - | $2.50 / $10 |
| Gemini 2.5 Pro | 63.8-71.8% | ~90%+ | 74.0% | $1.25 / $10 | |
| Mistral Large 2 | Mistral | - | 92.0% | - | $2 / $6 |
| Codestral | Mistral | - | 86.6% | - | $0.30 / $0.90 |
Chinese models
| Model | Provider | SWE-bench Verified | HumanEval | Aider Polyglot | API pricing |
|---|---|---|---|---|---|
| DeepSeek V3 | DeepSeek | 38.8% | 90.2% | 71.6% | $0.28 / $0.42 |
| Qwen 2.5 Coder 32B | Alibaba | ~GPT-4o level | 92.7% | - | Open-weight |
| Qwen 3 235B | Alibaba | ~61.7% | ~93% | - | $0.70 / $2.80 |
Local models (open-weight)
These models run on your own hardware. All data stays on-site, addressing data sovereignty requirements.
| Model | Size | VRAM needed (Q4) | HumanEval | Use case |
|---|---|---|---|---|
| Qwen 2.5 Coder 32B | 32B | ~20 GB | 92.7% | Best local coding model, rivals GPT-4o |
| Mistral Small 3.2 | 24B | ~15 GB | 92.9% | Excellent generalist + code |
| Phi-4 | 14B | ~9 GB | 82.6% | Great performance-per-size ratio, strong at STEM |
| Qwen 3 7B | 7B | ~5 GB | 76.0% | Best sub-8B model for code |
| Llama 3.3 8B | 8B | ~5 GB | 72.6% | Runs on 8 GB RAM |
| CodeGemma 7B | 7B | ~5 GB | 60.4% | Dated (2024), prefer Qwen 3 7B |
Return on investment (ROI)
ROI depends on two variables: the cost of the tool and time saved per developer.
Estimated time savings
Feedback from teams in production shows variable gains depending on task type:
| Task | Estimated time savings |
|---|---|
| Writing tests | 40 to 60% |
| Scaffolding / boilerplate | 50 to 70% |
| Code review (first pass) | 30 to 50% |
| Technical documentation | 40 to 60% |
| Debugging | 20 to 40% |
| Refactoring | 30 to 50% |
On average, teams report saving 5 to 10 hours per developer per week on repetitive tasks.
Concrete calculation
For a developer with a fully loaded salary of EUR 80,000 per year (employer cost):
- Hourly cost: ~EUR 42/h (based on 1,900 working hours)
- Saving 7h/week: EUR 294/week saved
- Claude Code Max 5x cost: ~EUR 92/month (~EUR 23/week)
- ROI: 12x the cost of the tool
Even with a modest gain of 3h/week, the ROI is positive from the first month.
Interactive calculator
Use the calculator below to estimate the cost and ROI tailored to your team.
Parametres de votre equipe
De 1 a 1 000 developpeurs
Couts estimes
Cout mensuel
$1 000
Cout annuel
$12 000
Par developpeur/mois
$100
Comparaison mensuelle (10 devs)
Estimation du ROI
Cout employeur annuel moyen par developpeur
Gain mensuel/dev
1 276 €
Gain mensuel total
12 762 €
Gain annuel total
153 145 €
ROI
12.8x
le cout de l'outil
Estimation basee sur 7h gagnees/semaine/dev, un cout horaire de 42 €/h (salaire charge de 80 000 € / 1 900h), et le plan Max 5x pour 10 developpeurs.
Recommendations by team profile
Startup (5-15 devs)
Recommended plan: Max 5x ($100/dev/month)
The Pro plan ($20) will become too limited once your developers use Claude Code daily. The throttling on the Pro plan breaks the workflow. Max 5x offers a good balance between cost and capacity.
Scale-up (15-100 devs)
Recommended plan: API Team or Max 5x depending on profiles
Mix plans: API for occasional developers, Max 5x for intensive users. The API plan gives you fine-grained cost control and avoids paying $100 for a dev who uses the tool 3 times a week.
Large enterprise (100+ devs)
Recommended plan: API Team via Bedrock/Vertex
At this scale, the API via AWS Bedrock or Google Vertex offers the best balance of flexibility, cost, and compliance. Benefits:
- Consolidated billing on your cloud account
- Zero data retention on Anthropic's side
- Simplified GDPR compliance (data in your region)
- Granular permission control via IAM
Next steps
- Team adoption guide: launch a structured pilot
- Security and compliance: set up security before deployment
- Enterprise FAQ: answers to common cost questions