Collinear

enterprise long-horizon environments

§ Positioning

Long-horizon enterprise environment builder with one of the strongest research-pedigree founding teams in the category.

Best for · Teams needing deep enterprise workflow environments with strong research backing.

Team · Founded by Nazneen Rajani (ex-Hugging Face, Salesforce Research; prominent ML researcher) and Soumyadeep Bakshi.

Focus · Builds long-horizon RL environments for enterprise agent training, focusing on multi-step workflow simulation.

Notable customers · Enterprise (per company)

Score breakdown

§ Rubric applied · Commercial segment

Growth & momentum · weight 50%7.0 / 10

Traction & credibility · weight 35%7.5 / 10

Accessibility · weight 15%6.0 / 10

§ Shared domains