// CONTINUOUS EVOLUTION · CORE PRODUCT

System support — you don't track the AI market. We do.

Every month new top-tier models drop. One is better for text, another for video, a third for code review. Keeping up is a full-time job on its own. With us, you don't have to think about it. We research the market for you.

100+
neural networks in active use
1,000+
bundles assembled
1× / month
market-wide model audit
0
of your time spent on it
+1
Every 2 weeks a new "top" model lands on the market. One beats a benchmark, another ships a major release. Keeping up alone is impossible. This is our team's full-time job — constantly, hands-on, on your actual tasks.
// HOW WE TALK ABOUT IT

Three terms we operate with: bundle, scenario, module.

To make this clear up front — we don't use one model "for everything". For every task we assemble the right combination of several narrow neural networks.

// TERM · 01

Bundle stack

A combination of several neural networks working together to solve one specific task. Each model is a narrow specialist at its own stage.

Net 1 · Gather information
Net 2 · Generate text
Net 3 · Process visuals
Net 4 · Edit and verify
BUNDLE · video script
// TERM · 02

Scenario scenario

A sequence of several bundles for a complex multi-stage task. Bundles run in the right order and pass their output along.

Bundle · video script
Bundle · video generation
Bundle · titles and descriptions
SCENARIO · produce a social-media video
// TERM · 03

Module module

A reusable block built from several scenarios. Modules cover whole business functions. Your entire system is assembled from modules.

Scenario · produce video
Scenario · publish to social networks
Scenario · first-pass analytics
MODULE · publish video
// WHAT WE ACTUALLY DO EACH MONTH

Expensive AI-market research. By our own hands.

Not from review articles, not from GitHub benchmark tables. We test every new model ourselves, on real customer tasks.

01 · SCAN

Scan the market

Every new frontier model and open-source release of the month — across all major AI labs.

02 · TEST

Test

Run each model on real tasks: text, video, code, images.

03 · COMPOSE

Assemble bundles

Pick the best model for each stage. Compose the optimal bundle for the task.

04 · DEPLOY

Roll out updates

Push updates to your modules. No downtime. No action required from you.

// REAL BUNDLE EXAMPLES

What our bundles look like in practice.

BUNDLE · POSTS

3–5 models in one bundle

A bundle for writing one high-quality text post — press release, article, social post. Each model strengthens the next.

Research Draft Tone-of-voice Fact-check Final-polish

What this means for your business.

Always running the best

A new best-in-class model drops — it's already running for you. By the time you see it in the news.

0 hours of your time

You don't have to track releases, read changelogs, or decode benchmarks. That's our job.

Sharper every month

The system doesn't sit still. Bundles evolve. Every month the output is better than the last.

Zero downtime

Updates roll out without stopping work. You won't even notice when we swap a model inside a bundle.

$

You don't pay for the research

We run the expensive market research — once, for all customers. Everyone gets the result without paying for it separately.

You just get to live better

You don't study models, you don't pick between them, you don't test them. The best experts do that for you.

Want the AI market working for you instead of against you?

Tell Mai about your task — we'll assemble the optimal bundle for it. And keep it current every month, with no involvement from you.