Crowdsourced, human-verified media data via API for AI training and evaluation.
Product memo
Targets AI teams building multimodal models, offering authentic, geo-targeted real-world data that synthetic or stock assets can't replicate. The wedge is a simple API that orchestrates human workers through an iOS app, delivering annotated media files with AI quality scores. This bypasses the need for separate labeling pipelines, accelerating the path to ground-truth data for model evaluation and user-generated content generation.
For who
AI teams needing real-world media data
Solves what
Crowdsourced data collection via API for AI training and evaluation
- Human-in-the-loop data capture
- API for job posting & delivery
- AI quality scoring & annotations
In their own words
One API call. Real-world data from real, verified humans.
Post a job. Verified workers capture photos, audio, and video from their phones — delivered to your folder.
Commercial cues
Model
usage_based
Free tier
Yes
Trial
Available
Credits
Set any price per file · Only pay for approved files · AI quality scoring (1–5 stars)
Credits
Set any price per file · Only pay for approved files · AI quality scoring (1–5 stars)
Credits
Set any price per file · Only pay for approved files · AI quality scoring (1–5 stars)
Credits
Set any price per file · Only pay for approved files · AI quality scoring (1–5 stars)
Credits
Set any price per file · Only pay for approved files · AI quality scoring (1–5 stars)
Enterprise
CustomDedicated worker pools · Custom AI scoring models · SSO / SAML
Pricing Strategy
A usage-based credit system with volume discounts, scaling from small teams to enterprise-level demands.
- • A pay-per-approved-file model reduces buyer risk, ensuring customers only pay for validated data.
- • Credit packs incentivize larger upfront purchases, locking in customers and providing predictable revenue.
- • An enterprise tier offers custom models and SLAs, capturing high-value clients with specific, large-scale needs.
Operator context
Founded
Apr 2026
Social / footprint
and 1 more
Builder Strategy
- Strategy Type
- Api First
- Stage
- Pre Revenue
- Effort
- Solo Buildable
Targets AI developers needing real-world media with an API-first approach, leveraging a mobile app for data capture and AI for quality scoring.
Unfair Advantages
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Exclusive Distribution Integration with AI coding tools like Cursor and Claude Code
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Unorthodox Pricing Pay-per-approved-file model with no subscription friction
Builder Lesson
Leverage existing AI developer workflows to embed your data collection API as a core component.
Full Reasoning
Wins by targeting AI developers directly with an API that solves a critical data bottleneck for multimodal models. The asymmetric bet is integrating with AI coding environments, positioning itself as an essential data source within the developer's workflow. Other builders: focus on embedding your solution within the tools your target users already live in, rather than forcing them to adopt a new platform. The frictionless integration is the moat.
About Firsthandapi Expand
FirstHandAPI offers a unique solution for AI teams struggling to acquire authentic, real-world media data. Specializing in crowdsourced data collection, it provides an API that allows developers to request specific photos, videos, and audio clips, complete with human verification and AI quality scoring.
This approach is crucial for training and evaluating multimodal AI models that require diverse, geo-targeted, and contextually rich datasets that synthetic data simply cannot provide. The platform's API-first design means it integrates seamlessly into existing development workflows, eliminating the need for complex, in-house data collection and labeling pipelines.
By leveraging a network of human contributors, FirstHandAPI delivers a continuous stream of fresh, relevant data, helping AI builders accelerate their model development and achieve higher accuracy with real-world inputs.