Know if you are making or losing money
AI products have variable costs that break traditional SaaS pricing. Run the free pricing check in 30 seconds — or get founding access to the full toolkit today.
Free check needs no signup · Founding access via Stripe · Cancel anytime
Free tool — available now
The 30-second margin check
Pick your LLM, enter usage and price, see whether you're profitable per user — or quietly funding your customers.
Pick your model
Claude, GPT, Gemini — live token prices from 2,000+ models.
Enter usage & price
Tokens per request, requests per user, your monthly price.
See your real margin
Gross margin, break-even price, dominant cost source.
What you get
The full toolkit — available now
Founding members get the complete pricing toolkit: cost modeling, AI recommendations, scenario simulation, and a pricing-page generator.
Map every cost
LLM tokens, infra, third-party APIs, labor — we handle the unit-economics math.
AI picks your model
Claude Opus recommends flat-rate, usage-based, credit-based, or hybrid.
Simulate margins
Adjust growth, churn, usage. See break-even month and 12-month profit.
Ship the page
Generate copy and tiers ready for Stripe — go live the same day.
See it in action
What you actually get inside
Real product views — margin simulator, AI pricing engine, and agent run simulator. Drop in your numbers, see your real economics.
12-month projections you can drag
See break-even month, gross margin, and MRR at the end of year one. Drag growth, churn, price, and actions/user sliders — chart updates live. Spot the month you stop losing money before you launch.
- Cost-at-scale: $9.38/user at 1K users, full breakdown
- Breakeven detection across optimistic / realistic / conservative
- Persists your inputs — refresh keeps your scenario
MRR at M12
$48.2k
Gross margin
68.4%
Break-even
Month 6
12-month gross margin
in %Cost at 1K users
$9.38/user/mo
$5.60 fixed + $3.78 actions
Claude Opus picks your pricing model
Answer six questions about your product, market, and usage. Claude Opus recommends flat-rate, usage-based, credit-based, or hybrid — with specific tier prices and the reasoning behind each.
- Specific dollar amounts per tier — not vague advice
- Flags hidden traps (freemium with high LLM cost, etc.)
- Generates Stripe-ready tier copy for your pricing page
Claude Opus 4.6 recommends
CREDIT-BASEDHigh LLM cost variance + B2B SMB market → usage-based pricing aligns cost-to-serve with revenue. Suggested 3 tiers below.
Starter
$29
200 credits
- Email support
- 1 workspace
Pro
POP$79
800 credits
- Priority queue
- Analytics
- 3 workspaces
Business
$199
3,000 credits
- SSO
- Audit logs
- Unlimited workspaces
Why credits, not flat rate?
Your heavy users cost 4.8× more to serve than your light users. A flat $79 plan would give 41% margin overall but lose money on heavy users. Credits align price with cost.
See what one agent run actually costs
Describe your agent as an ordered list of steps. Pick a model per step. See the per-step breakdown — and which step dominates. Catch the expensive LLM call before it eats your margin.
- Per-step cost in mono — no hand math
- Live 2,000+ model catalog from OpenRouter + LiteLLM
- Margin verdict given the price you charge per run
Classify ticket
Claude Haiku
Retrieve KB context
GPT-4o-mini
Draft reply
Claude Sonnet 4.5
Quality check
GPT-4o-mini
Cost per run
$0.0276
4 steps · ~92% margin at $0.35
Breakdown
Step 3 dominates at 56%.
Try Claude Haiku here to cut cost 70%.
Founding member access
Everything we're building, for one founding price
Founding members get the complete pricing toolkit at the lowest price we'll ever charge. Cancel anytime — but your founding rate stays locked.
AI pricing engine
Claude Opus analyses your cost structure + market and recommends flat-rate, usage-based, credit-based, or hybrid pricing — with specific tiers and reasoning.
Cost discovery
Map every cost: LLM tokens, infra, third-party APIs, labor. We score what you might be forgetting and build your real cost-per-user automatically.
Agent run simulator
Describe your agent as an ordered list of steps. See cost-per-run, per-step breakdown, and margin given the price you charge.
Scenario simulator
12-month margin projection. Adjust growth, churn, conversion, price. Spot break-even month and total profit before you commit.
Pricing page generator
AI-written tier copy + headlines, ready for Stripe. Generate the pricing page you ship the same day.
Live LLM pricing catalog
2,000+ models across OpenAI, Anthropic, Google, DeepSeek, Meta, Mistral and more — refreshed daily from OpenRouter + LiteLLM.
Free vs founding
| Capability | Free | Founding |
|---|---|---|
| Free margin check (/check) | Unlimited | Unlimited |
| Projects | — | Unlimited |
| AI pricing recommendation | — | Included |
| Cost structure engine | — | Included |
| Agent run simulator | — | Included |
| Scenario simulator | — | Included |
| Pricing page generator | — | Included |
| Founding price locked in for life | — | ✓ |
Skip the waitlist. Back the build.
Get instant access to the full pricing engine, simulator, and surveys. Founding price locked in for life.
Secured by Stripe · Cancel anytime