Invert vs Duckie

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

Duckie leads in AI visibility (25 vs 18)

Invert

EmergingHealthcare

General

AI bioprocessing data platform for cellular agriculture and synthetic biology optimizing fermentation with 90% data reduction; $20.6M raised at $5M revenue serving industrial biotech scale-up.

AI VisibilityBeta
Overall Score
D18
Category Rank
#424 of 1167
AI Consensus
82%
Trend
stable
Per Platform
ChatGPT
18
Perplexity
23
Gemini
21

About

Invert is a San Francisco-based AI software company providing data analytics and process optimization infrastructure for biomanufacturing — enabling bioprocessing teams at cellular agriculture, synthetic biology, and industrial biotech companies to manage, analyze, and optimize their bioprocess data in real-time. Founded and backed with $20.6 million raised, Invert generates $5 million in revenue and employs 40 people, applying meta-learning approaches that reportedly reduce new data requirements for process optimization by up to 90%.

Full profile

Duckie

EmergingInfrastructure

IT Operations

SF YC W24 AI support agent builder at 80% resolution time reduction and 71% ticket deflection; $500K from a16z/Greylock/YC/Netflix competing with Intercom Fin for customer support AI workflow automation.

AI VisibilityBeta
Overall Score
D25
Category Rank
#18 of 68
AI Consensus
59%
Trend
stable
Per Platform
ChatGPT
33
Perplexity
19
Gemini
36

About

Duckie is a San Francisco-based AI customer support platform — backed by Y Combinator (W24) with $500,000 in funding from Y Combinator, Andreessen Horowitz, Greylock, KungHo Fund, Netflix, and 5 additional investors — providing customer support teams with an AI agent builder that translates existing support processes and workflows into predictable, reliable AI automation, achieving 80% reduction in resolution time and 71% ticket deflection for deployed teams. Founded in 2023 and targeting customer support leaders at growth-stage software companies, Duckie enables support teams to deploy AI agents in minutes without engineering dependency.

Full profile

AI Visibility Head-to-Head

18
Overall Score
25
#424
Category Rank
#18
82
AI Consensus
59
stable
Trend
stable
18
ChatGPT
33
23
Perplexity
19
21
Gemini
36
19
Claude
31
25
Grok
34

Track AI Visibility in Real Time

Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.