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AI cost guides and free tools
Free cost tools
LLM API cost calculator
Estimate OpenAI and Claude spend from tokens. Shareable ?model=&in=&out= links — free, no signup.
OpenAI vs Claude cost comparer
Side-by-side GPT vs Claude cost for the same token profile. Shareable ?oa=&cl=&in=&out= links.
Monthly AI spend projector
Turn daily request volume into a rough monthly budget number. Shareable URL included.
Multi-model batch cost estimator
Rank several OpenAI and Claude models for one shared batch token profile.
AI API spike risk estimator
Estimate extra cost on a spike day vs baseline, plus a suggested Scout threshold.
Reference & calculator landings
LLM API pricing cheat sheet
Linkable OpenAI + Claude $/1M token reference table — cite rates, then estimate or monitor.
AI API spend alert cheat sheet
Scout thresholds, sync cadence, and what spend alerts cannot stop.
OpenAI API cost calculator
Keyword landing into the free OpenAI/Claude token cost calculator.
Anthropic Claude API cost calculator
Claude / Anthropic-focused landing into the free token cost calculator.
GPT-4o cost calculator
GPT-4o / GPT-4o mini keyword landing into the free calculator.
GPT vs Claude pricing
Compare OpenAI and Claude list-rate cost for the same tokens.
AI API monthly budget calculator
Project monthly spend from daily request volume.
Provider and alternative guides
Track OpenAI API Spend in One Dashboard →
Track Anthropic Claude API Costs →
Why Did My AI API Bill Spike? →
Helicone Alternative for Cost Tracking →
Langfuse Alternative for API Spend →
OpenRouter Cost Tracker & Alerts →
Track Google Gemini API Costs →
Track Cursor AI API Costs →
Azure OpenAI Cost Tracker →
AWS Bedrock Cost Tracker →
TrackCost Alternative for AI Spend →
Portkey Alternative for API Spend →
LiteLLM Alternative for Cost Alerts →
LangSmith Alternative for API Spend →
PromptLayer Alternative for Spend →
Braintrust Alternative for API Spend →
CloudZero Alternative for AI API Spend →
Datadog LLM Observability Alternative for Spend →
TruLens Alternative for API Spend →
Phoenix (Arize) Alternative for API Spend →
Editorial guides
How to Track Cursor AI API Costs (BYOK & Sub)
Cursor's BYOK mode means your AI coding costs can come from multiple places at once. Here's how to see all of it in one number.
TryTokka vs TrackCost vs Helicone: Which Fits?
The AI cost tracking space now has half a dozen tools. Here is an honest breakdown of the main options and who each one is actually built for.
How to Track Google Gemini API Costs
Gemini is the odd one out: its costs are buried inside your broader Google Cloud bill, not a dedicated AI dashboard. Here is how to actually see them.
How to Track OpenRouter API Costs
OpenRouter already spans hundreds of models — but its spend still lives in one dashboard, drawn from a prepaid balance that can run dry mid-job. Here is how to stay ahead of it.
How to Track AI API Costs Across a Team
One developer watching one dashboard is easy. A team sharing four providers across a dozen keys is where AI spend quietly gets out of hand. Here is how to get one number everyone trusts.
What Is TryTokka? (Not TikTok — AI Spend Tool)
Searching TryTokka and landing on TikTok results? Here is the clear answer: TryTokka tracks AI API spend. TikTok is a social video app. They are unrelated.
How to Track OpenAI API Spend Without Daily Checks
OpenAI's own dashboard works, but it only tells you what you already spent. Here's how to actually stay ahead of it.
How to Avoid Surprise AI API Bills
A $300 invoice rarely starts as a $300 charge. It starts as a forgotten batch job nobody was watching. Here's how to actually catch it early.
Best AI API Cost Tracker for Indie Devs in 2026
Most "AI cost" tools are built for enterprise FinOps teams with a budget line for tooling. Here's what actually fits a one-person side project.
How to Monitor Anthropic Claude API Costs
The Anthropic Console shows your Claude spend — but only your Claude spend. Here's how to actually see it alongside everything else you're paying for.
OpenAI vs Anthropic Billing: What Each Shows
Both dashboards are fine on their own. The problem shows up the moment you use both providers in the same project.
How to Reduce AI API Costs Without Changing Code
You probably don't need GPT-4o for every request. Here's how to find which models are costing you the most and what to switch to.
Why Did My AI API Bill Spike? Investigate Fast
A spend spike on its own tells you nothing. The question is which model drove it, and how far above normal it went.
OpenAI Spend Alerts vs TryTokka: What Differs
OpenAI's alerts are useful. They're also incomplete. Here's exactly what they cover — and what they can't.
Product setup walkthrough:
How to use Scout →