GMTech

Test 20+ AI models side by side, with real cost per response

Intermediate
Screenshot of GMTech, Test 20+ AI models side by side, with real cost per response

What is GMTech?

GMTech is an AI aggregators tool. A subscription workspace that runs one prompt across 20+ text, image and video models side by side with exact cost per response, backed by quarterly published model tests and independent AI consulting.

GMTech is part research outfit, part software vendor. The research arm runs the same prompts through every major AI model on a fixed set of 22 real tasks, compares output quality and cost, and publishes the results on a quarterly cycle. The software arm, branded AI Lab, puts that same multi model testing workflow into a shared workspace so teams can run their own comparisons instead of relying on someone else's leaderboard. In practice, AI Lab is where most users spend their time. A prompt goes out to GPT, Claude, Gemini, Llama and a wider roster of 20+ models covering text, image and video, and the responses come back side by side with the exact cost attached to each one. That cost transparency is the point: the published research notes that some models are around 30 times more expensive than others for identical output, and teams only see that gap when the meter is visible. Comparisons can be saved as snapshots and shared with colleagues, which makes the reasoning behind a model choice reviewable rather than anecdotal. The audience splits three ways. Teams choosing a model for a product or internal workflow use it to settle the argument with evidence. Technical writers and researchers use it as a neutral reference when vendor claims conflict. Companies that want the testing done for them can book a discovery call about AI leadership, workflow automation, or integration work through the services side of the business. Compared with generic chatbot aggregators, GMTech leans harder on measurement and published methodology and less on prompt libraries and consumer features. It is built for people making procurement and architecture decisions, not for casual chatting. The free blog and monthly newsletter cover model performance shifts between test rounds.

How do you use GMTech?

  1. 1Read the published test results first
    Start on the comparison page to see how 20+ models scored across the 22 tested tasks and where cost diverges from quality. This gives you a baseline before you run anything yourself.
    GMTech — Read the published test results first
  2. 2Create a free AI Lab account
    Sign up at the app to get into the workspace. A single login covers all the models on the roster instead of one account per provider.
    GMTech — Create a free AI Lab account
  3. 3Run one prompt across several models
    Write the task you actually care about and send it to a selection of text, image or video models at once. Responses appear side by side for direct reading.
  4. 4Inspect cost per response
    Look at the exact charge attached to each output. Compare that against output quality to see whether a premium model earns its price on this task.
  5. 5Save and share the comparison
    Store the run as a snapshot and pass the link to colleagues so the model decision rests on a shared artifact rather than memory.
  6. 6Book a call if you need help beyond testing
    For AI leadership, workflow automation or integration work, use the discovery call form and outline what brings you to the service.
    GMTech — Book a call if you need help beyond testing

Pros and cons

Pros

  • Side by side output from 20+ models with the precise cost of each response shownAI
  • Model direct rates with no hidden markup on top of provider pricingAI
  • Published quarterly testing across 22 real tasks and a large model fieldAI
  • Snapshot sharing makes model comparisons reviewable by the rest of a teamAI
  • Single login replaces juggling separate subscriptions across providersAI

Cons

  • Human support appears limited to a discovery call form with a stated 24 hour reply, nothing fasterAI
  • The research covers 22 fixed tasks, so niche or domain specific workloads may not be representedAI
  • No public documentation of an API or programmatic access for automated comparisonsAI
  • Cost tracking is only useful if you trust provider billing to match the displayed figureAI
  • The consulting services and the software subscription are sold separately, which complicates budgetingAI

How much does GMTech cost?

Free trial

The site offers a free sign up for AI Lab, but the homepage does not state a trial length or which features are limited on the free tier.

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Pricing

AI Lab is subscription software at $14.99 per month or $169 per year, with model direct rates and no hidden markup. A free sign up is offered. The blog and newsletter are free. Consulting and services are quoted separately.

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Support

Support runs through a discovery call request form with a stated reply window of 24 hours. The homepage lists no live chat, phone line or help centre.

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Features

One prompt runs across 20+ models spanning text, image and video, with exact cost per response displayed and model direct rates applied. Comparisons can be saved as unlimited snapshots and shared, and a single login replaces multiple provider subscriptions. Underneath sits quarterly published testing across 22 tasks and 20+ models, plus a blog and monthly newsletter.

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Frequently asked questions about GMTech

  • How much does GMTech cost?
    AI Lab is subscription software at $14.99 per month or $169 per year, with model direct rates and no hidden markup. A free sign up is offered. The blog and newsletter are free. Consulting and services are quoted separately.
  • Does GMTech offer a free trial?
    The site offers a free sign up for AI Lab, but the homepage does not state a trial length or which features are limited on the free tier.
  • How do you use GMTech?
    The walkthrough on this page covers 6 steps: 1. Read the published test results first 2. Create a free AI Lab account 3. Run one prompt across several models 4. Inspect cost per response 5. Save and share the comparison 6. Book a call if you need help beyond testing.
  • What platforms does GMTech support?
    GMTech is available on Web App.
  • What are the limitations of GMTech?
    Human support appears limited to a discovery call form with a stated 24 hour reply, nothing faster. The research covers 22 fixed tasks, so niche or domain specific workloads may not be represented. No public documentation of an API or programmatic access for automated comparisons.

Status

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Added10/21/2026

Platforms

Web App

Pricing

FreeSubscription