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About

LayerLens is an independent AI model evaluation platform for understanding how models perform through verified results across benchmarks, prompt-level results, agentic benchmarks, and audit-ready comparisons across vendors. It helps teams compare more than 200 AI models side by side, with transparent benchmarks, model comparison tools, and consistent evaluation methods for accuracy, latency, behavior, and real-world applicability. LayerLens is built for deep model analysis through Spaces, where teams can group benchmarks and evaluations, explore task strengths, and track performance patterns in context. It supports continuous evaluation by running ongoing evals across model versions, prompt changes, judge updates, and live traces, helping teams detect quality regressions, drift, silent failures, contamination, and policy issues before they affect production.

About

TokenAtlas is an AI FinOps and cost intelligence platform that helps teams understand, forecast, and optimize AI costs before they become expensive. Users describe a workload by entering the model, input and output token volumes, request counts, and growth assumptions, and TokenAtlas prices the scenario against a maintained catalog of published API rates. The cost modelling dashboard brings configured workloads into one view, while model comparison places provider and model options side by side using transparent assumptions. What-if scenario planning shows the cost impact of launching a new prompt, agent, model swap, retrieval pipeline, or traffic increase before it reaches production. Cost risk analysis identifies the workloads most sensitive to changes in volume, prompt size, or model choice, and benchmark comparisons show how a modeled model mix compares with typical AI product and infrastructure profiles.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

AI engineering and governance teams that need transparent, continuous evaluations to compare models, monitor production behavior, and reduce risk before deployment

Audience

Engineering, product, and finance teams seeking to forecast, compare, and optimize AI model costs before and after deployment

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Not Supported

API

Offers API Supported

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version Supported
Free Trial Not Supported

Pricing

$190 per year
Free Version Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

LayerLens
United States
stratix.layerlens.ai/

Company Information

TokenAtlas
Founded: 2026
United States
tokenatlas.co

Alternatives

DeepEval

DeepEval

Confident AI

Alternatives

Categories

LLM Evaluation Supported

Categories

AI Cost Management Supported

Integrations

Anthropic Supported
DeepSeek Supported
Mistral AI Supported
OpenAI Supported
AI21 Studio Supported
Amazon Web Services (AWS) Supported
Claude Not Supported
Cohere Supported
Databricks Supported
Gemini Not Supported
Google AI Mode Supported
Groq Not Supported
Meta AI Supported
Microsoft 365 Supported
NVIDIA AI Data Platform Supported
Perplexity Supported
Qwen Supported

Integrations

Anthropic Supported
DeepSeek Supported
Mistral AI Supported
OpenAI Supported
AI21 Studio Not Supported
Amazon Web Services (AWS) Not Supported
Claude Supported
Cohere Not Supported
Databricks Not Supported
Gemini Supported
Google AI Mode Not Supported
Groq Supported
Meta AI Not Supported
Microsoft 365 Not Supported
NVIDIA AI Data Platform Not Supported
Perplexity Not Supported
Qwen Not Supported
Claim LayerLens and update features and information
Claim LayerLens and update features and information
Claim TokenAtlas and update features and information
Claim TokenAtlas and update features and information