Pricing Translator

Paste pricing page / marketing copy

0 / 80,000 chars

Your scale: messages / day

Avg tokens per message

🧠 Bugs will compute effective $/1M tokens at your scale.

Honesty Score

Real $/1M Input

Real $/1M Output

💡 Bugs's Verdict

⚠️ Hidden Gotchas (the page didn't tell you)

🔀 Marketing-Speak → Reality

📊 Same Workload, Every Vendor

Raw LLM cost ≠ platform cost. Both are valid — it depends on what you need. What's the difference? Raw LLM = pure inference billed per token (Anthropic, OpenAI, Google, xAI, DeepSeek). Cheapest — you build everything else yourself.

Platform = inference + governance (PII masking, audit), data integration, hosting, identity, orchestration. Higher per-token, but you skip months of plumbing.

Apples-to-apples is a trap. The “right” choice depends on what you'd otherwise have to build.

Monthly cost at your scale. Click a column to sort.

🔬 Raw LLM APIs (inference only — you build the rest)

Vendor	Model	What's included	Markup	Monthly Cost ▾

🏢 Platforms (Trust Layer / orchestration / integration included)

Vendor	Model / Path	What's included	Markup vs raw	Monthly Cost ▾