
Marqo
Venture candidate
Developer distribution advantage
THE AI LABS WORTH WATCHING
A practical field guide to 200 independent AI labs. Skip the household names, compare the signals, and find the teams whose work is starting to matter.
THE SHORTLIST
The obvious leaders are kept for context, then moved out of the discovery queue. This list is for finding the next labs to follow.
THE DISCOVERY QUEUE
50 labs match this cut. Start with Rising 50, hide the obvious names, and use the cards to decide who deserves a closer look.

Venture candidate
Developer distribution advantage

Venture candidate
Developer distribution advantage

Venture candidate
Developer distribution advantage

Venture candidate
Developer distribution advantage

Venture candidate
Developer distribution advantage

Venture candidate
Developer distribution advantage

Venture candidate
Under-followed traction

Venture candidate
Developer distribution advantage

Venture candidate
Developer distribution advantage

Venture candidate
Developer distribution advantage

Venture candidate
Developer distribution advantage

Venture candidate
Multimodal platform option

Venture candidate
Under-followed traction

Venture candidate
Capital-efficient model reach

Venture candidate
Developer distribution advantage

Venture candidate
Multimodal platform option

Venture candidate
Developer distribution advantage

Venture candidate
AI infrastructure picks-and-shovels

Venture candidate
Under-followed traction

Venture candidate
Capital-efficient model reach

Venture candidate
Capital-efficient model reach

Venture candidate
High-impact specialist publisher

Venture candidate
Capital-efficient model reach

Venture candidate
AI infrastructure picks-and-shovels

Venture candidate
High-impact specialist publisher

Venture candidate
Multimodal platform option

Venture candidate
AI infrastructure picks-and-shovels

Venture candidate
Capital-efficient model reach

Venture candidate
Developer distribution advantage

Venture candidate
Developer distribution advantage

Venture candidate
Under-followed traction

Venture candidate
Multimodal platform option

Venture candidate
Emerging specialist

Venture candidate
Emerging specialist

Venture candidate
Developer distribution advantage

Venture candidate
Capital-efficient model reach

Venture candidate
Emerging specialist

Venture candidate
Capital-efficient model reach

Venture candidate
Multimodal platform option

Venture candidate
Emerging specialist

Venture candidate
Emerging specialist

Venture candidate
Capital-efficient model reach

Venture candidate
AI infrastructure picks-and-shovels

Venture candidate
Developer distribution advantage

Venture candidate
Emerging specialist

Venture candidate
AI infrastructure picks-and-shovels

Venture candidate
Multimodal platform option

Venture candidate
Multimodal platform option
THE RISING-STAR LENS
The signal rewards usage outrunning audience, reach per model, fresh publishing, active GitHub work, and evidence across modalities. Recognizable category leaders stay visible as context but cannot crowd the discovery queue.
Use Breakout 15 for the quickest scan, Rising 50 for active coverage, frontier research for long-term bets, and the full universe when you want the map.
This score detects precursor signals in a September 2026 snapshot; it is not a measured growth rate. Repeated snapshots are required to validate acceleration. Public HF members are not headcount, and downloads are not revenue or retained usage.