Inflow vs Yoneda Labs

Side-by-side comparison of AI visibility scores, market position, and capabilities

Yoneda Labs leads in AI visibility (36 vs 34)

Inflow

EmergingHealthcare

General

London ADHD management app with CBT and coaching for adults managing ADHD without relying solely on medication; $16.7M Octopus Ventures Series A with 100K+ downloads competing with Done and Cerebral.

AI VisibilityBeta
Overall Score
D34
Category Rank
#863 of 1167
AI Consensus
65%
Trend
stable
Per Platform
ChatGPT
25
Perplexity
25
Gemini
35

About

Inflow is a London-based digital health company providing a science-based self-management app for adults with ADHD — backed with $16.7 million raised including an $11 million Series A led by Octopus Ventures in 2023 — delivering cognitive behavioral therapy (CBT), psychoeducation, ADHD coaching, and evidence-based habit management tools through a mobile app that helps adults understand and manage their ADHD without relying exclusively on medication. Founded in 2020, Inflow acquired Lina Health in 2022 to expand telehealth capabilities and has achieved 100,000+ downloads, serving adults who are newly diagnosed, managing ADHD alongside medication, or seeking non-pharmacological coping strategies.

Full profile

Yoneda Labs

EmergingHealthcare

General

AI chemical reaction optimization with 95% accuracy for drug discovery synthesis parameters; $4.5M from Khosla Ventures and YC competing to automate pharmaceutical process chemistry development.

AI VisibilityBeta
Overall Score
D36
Category Rank
#999 of 1167
AI Consensus
53%
Trend
stable
Per Platform
ChatGPT
44
Perplexity
32
Gemini
30

About

Yoneda Labs is a San Francisco-based AI company applying foundation models to automate chemical reaction optimization for drug discovery and pharmaceutical process development — providing chemists with AI systems that determine optimal reaction parameters (temperature, solvent, catalyst, concentration) for new chemical synthesis routes, achieving 95% accuracy in suggesting effective conditions for small-scale trials. Founded in 2023 and backed by Khosla Ventures, 468 Capital, 500 Global, and Y Combinator with $4.5 million raised including a $4 million seed round in April 2024, Yoneda Labs brings mathematical category theory foundations (the name references Yoneda's lemma in category theory) to chemistry AI.

Full profile

AI Visibility Head-to-Head

34
Overall Score
36
#863
Category Rank
#999
65
AI Consensus
53
stable
Trend
stable
25
ChatGPT
44
25
Perplexity
32
35
Gemini
30
37
Claude
47
34
Grok
33

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