Canny Autopilot records 419,132 monthly visits with -10.5% month-over-month growth and Freemium, Paid, Contact for Pricing pricing. Scale records 616,915 monthly visits with +12.5% growth and Contact for Pricing pricing.
AI feedback capture that ties customer requests to revenue
The data, evaluations and systems behind AI that has to be right.
| Dimension / Metric | | |
|---|---|---|
| Official Domain | canny.io | scale.com |
| Pricing Model | Freemium, Paid, Contact for Pricing | Contact for Pricing |
| Monthly Visits | 419.13K (419,132) | 616.92K (616,915) |
| MoM Traffic Delta | -49.33K (-10.5%) | +68.69K (+12.5%) |
| Primary Market & Share | 🇺🇸 United States (39.9%) | 🇺🇸 United States (44.2%) |
| Direct Visits / mo | 230.16K | 191.41K |
| User Rating | 4.4 | 4.7 |
| Supported Platforms | Website | Website |
AI feedback capture that ties customer requests to revenue
Autopilot reads call transcripts, support tickets, Slack and Intercom messages, and reviews, then logs the feature requests inside them without manual entry.
New requests are matched against existing posts and merged, while AI surfaces trends and themes across all feedback so real opportunities aren't missed.
Feedback connects to CRM data so teams can compare a request affecting $10K of existing revenue against one with $500K of opportunity value.
Customers submit and upvote ideas, follow a shared roadmap, and receive automatic status updates plus announcements when features ship.
The data, evaluations and systems behind AI that has to be right.
Human-sourced and expert-annotated training data, including specialist contributors with advanced degrees, at the quality bar frontier labs require.
Public leaderboards plus private benchmarks that test model capability and safety for the most ambitious AI developers.
Platform and services teams that pick the right use case, build the system and take ownership of the outcome.
Agentic systems designed around measurable business outcomes across private equity portfolios, energy and healthcare operations.
SpecialistStreamlines computer vision dataset annotation and model training, but is less suited for general LLM text tasks.
SpecialistStreamlines computer vision dataset annotation and model training, but is less suited for general LLM text tasks.
SpecialistAI agent-moderated user interviews at scale, but does not provide traditional feature request voting boards.
SpecialistAI agent-moderated user interviews at scale, but does not provide traditional feature request voting boards.
Focuses heavily on enterprise data labeling and training data curation, similar to Scale's core annotation business.
Focuses heavily on enterprise data labeling and training data curation, similar to Scale's core annotation business.
Provides enterprise multimodal annotation and data management tools, but with less emphasis on managed labeling workforces.
Provides enterprise multimodal annotation and data management tools, but with less emphasis on managed labeling workforces.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
Comprehensive product management and roadmapping tools, but less automated AI feedback categorization than Canny Autopilot.
Comprehensive product management and roadmapping tools, but less automated AI feedback categorization than Canny Autopilot.
SpecialistFocuses on post-deployment LLM observability and evaluation rather than training data generation or annotation.
SpecialistFocuses on post-deployment LLM observability and evaluation rather than training data generation or annotation.
Specializes in data infrastructure and annotation specifically tailored for computer vision and physical AI workloads.
Specializes in data infrastructure and annotation specifically tailored for computer vision and physical AI workloads.
Outstanding qualitative user research repository, but lacks Canny's direct public voting boards and roadmap linkage.
Outstanding qualitative user research repository, but lacks Canny's direct public voting boards and roadmap linkage.
Free / Open-sourceOffers a flexible open-source alternative for custom data labeling and human-in-the-loop annotation pipelines.
Free / Open-sourceOffers a flexible open-source alternative for custom data labeling and human-in-the-loop annotation pipelines.
SpecialistBuild, simulate, evaluate and monitor self-improving AI agents
SpecialistBuild, simulate, evaluate and monitor self-improving AI agents
SpecialistProvides LLM evaluation and testing workflows, but lacks Scale's massive human-in-the-loop data labeling services.
SpecialistProvides LLM evaluation and testing workflows, but lacks Scale's massive human-in-the-loop data labeling services.
