Question 1

What is TokenReviewX?

Accepted Answer

TokenReviewX is an LLM token cost calculator, model swap simulator, and AI telemetry log analyzer that helps teams audit token usage, benchmark cross-model pricing, and optimize AI infrastructure spend.

Question 2

Which AI models are supported?

Accepted Answer

TokenReviewX supports leading models across Google Gemini, OpenAI, Anthropic, and other major AI providers for instant token cost parsing and cross-model price simulations.

Question 3

How does the Model Swap Simulator work?

Accepted Answer

The Model Swap Simulator takes your uploaded token workload (prompt, completion, and image tokens) and automatically recalculates what that exact execution would cost across alternative LLMs to highlight cost differences and arbitrage opportunities.

Question 4

How does TokenReviewX calculate token costs?

Accepted Answer

TokenReviewX parses raw AI telemetry logs, isolates prompt, completion, and image token breakdown across pipeline passes, and applies current model-specific pricing algorithms.

Question 5

Can I upload my own telemetry logs?

Accepted Answer

Yes. You can paste raw JSON telemetry logs or drop exported log files directly into the analyzer to inspect unit economics and token spend.

Question 6

Does TokenReviewX support multiple currencies?

Accepted Answer

Yes. TokenReviewX converts calculated token metrics and model swap comparison costs into multiple global currencies instantly using live exchange rates.

Question 7

Is TokenReviewX free to use?

Accepted Answer

Yes. The public TokenReviewX log analyzer and model swap simulator are completely free for developers, FinOps leads, and AI architects.

LocationReviewX

LLM Token Cost Calculator & Model Swap Simulator

Ingest raw JSON logs to audit token spend, test quality parity, and simulate cost-effective model swaps across 320+ production AI models in real time