Know your AI unit economics

You're adding AI features to increase value-per-user. But what's the actual cost? Cost per user. Cost per feature. Margin per tier. See it all in one dashboard. Scale confidently.

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The SaaS AI economics problem

AI features increase your ARPU. But you can't model margins. You don't know if that $99/month premium tier is actually profitable when you're spending $50/month on LLM calls.

❌ Can't model cost per user

Premium users use more AI features. But you don't know the actual cost-per-premium-user. Is your $99 tier profitable? Unknown.

❌ Can't optimize by feature

Which AI features are the most expensive? Which drive the most value? You can't answer it, so you can't prioritize engineering work.

❌ Scaling becomes risky

As user volume grows, so do LLM costs. But you don't track margins by tier. You might unknowingly become unprofitable in a product tier.

SaaS-native cost visibility

Tag every API call with user ID and feature name. Tokonomics instantly shows cost per user, cost per feature, margin per tier. See your real unit economics.

👥 Cost per user tier

See exactly what you spend on free vs starter vs pro vs enterprise tiers. Know which tiers are profitable.

🎯 Cost per feature

Which AI feature costs you the most? Ranking, summarization, search? See costs ranked. Prioritize optimization.

📈 Margin forecasting

Model "if we grow to 10K users, what's the LLM cost?" Know your profitability before you scale.

⚡ Cost optimization alerts

If a feature starts consuming more tokens than expected, get alerted. Fix the prompt. Cut costs. No damage.

Real SaaS scenario

You have 1,000 users: 800 free-tier, 200 paying ($29/mo). Here's what Tokonomics shows you:

User Segment Count Monthly Revenue AI Cost/User Profitability
Free tier 800 $0 $0.12/user Loss: -$96/mo
Paid tier 200 $5,800/mo $0.85/user Profit: $4,830/mo ✓

Insight: Free tier costs you $96/mo but drives conversions. Paid tier has 7:1 margin. Keep free tier lean, optimize paid tier for AI features.

Questions? We have answers.

How do I tag by user?

Include user_id in your request: X-Metering-Tags: {"user_id":"user_123","feature":"summarize"}. Tokonomics groups costs.

Can I export usage reports?

Yes. CSV export of costs per user, per feature, per day. Integrate with your BI tool or data warehouse.

What if a feature gets too expensive?

Set per-feature budgets. If a feature exceeds its budget, we alert you or block it. You decide.

Does this work with my existing analytics?

Yes. Full REST API. Send costs to Mixpanel, Segment, Amplitude, or your own data warehouse.

Can I see cost trends over time?

Yes. Dashboard shows 30/90-day cost trends per user tier, per feature. Spot cost inflation early.

What about privacy?

No prompts or completions are logged. Only token counts and costs. Full GDPR compliance.

Start modeling your AI economics today

Free plan: $0/month, 100 API calls. See per-user, per-feature costs immediately. Pro plan: $49/month, unlimited calls + full analytics.

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