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DataloopMost similar to Defined.ai in what it does, its category and its price.
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ActiveloopHas a free plan, rated 4.1 out of 5. Defined.ai has none.
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PlivoFrom $0.03/mo, the lowest starting price here.
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Surge AIRated 4.3 out of 5 in our review, against 3.6 for Defined.ai.
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At a glance
Green means better than Defined.ai, red means worse. Prices are starting prices per month.
| Tool | Our rating | Starts at | Free plan | Best for | Compare |
|---|---|---|---|---|---|
| 3.6 | Not listed | No | The world's largest ethically-sourced AI data marketplace - trusted by Adobe, Amazon, Google, Meta, and OpenAI, custom data collection across 150+ countries and 500+ languages. | ||
| 3.8+0.2 | Not listed | No | Foundation-model integration, RLHF/RLAIF, and RAG workflows in one platform - claimed 20x faster AI development, trusted by NVIDIA, Ford, and Microsoft. | vs Defined.ai | |
| 4.3+0.7 | Not listed | No | Reached $1B+ ARR bootstrapped, with zero venture funding until mid-2025 | vs Defined.ai | |
| 3.6Same | Not listed | No | Generates synthetic training data for computer vision, for the cases where collecting and labelling real images is impractical. | vs Defined.ai | |
| 3.9+0.3 | Not listed | No | Automated data curation that strips redundant or harmful examples out of AI training datasets before a model ever sees them. | vs Defined.ai | |
| 4.3+0.7 | $0.03/mo | No | Communications platform for building voice AI agents on carrier-grade telephony, with a no-code agent studio, programmable agents for LiveKit and Pipecat, AI noise cancellation, turn detection and automatic simulations. | vs Defined.ai | |
| 3.9+0.3 | Not listed | No | Synthetic data generation for training computer vision models at scale. | vs Defined.ai | |
| 4.1+0.5 | $40/mo | YesDefined.ai has none | Database built for AI workloads that stores and streams multimodal training data, embeddings, images, video, and text, at scale. | vs Defined.ai | |
| 3.6Same | Not listed | No | Cloud-native, Apache NiFi-based pipelines that move and prepare multimodal data for generative AI applications. | vs Defined.ai |
The alternatives in detail
In order of how closely each one matches Defined.ai.

Dataloop
3.8Not listed
vs Defined.ai+0.2
Foundation-model integration, RLHF/RLAIF, and RAG workflows in one platform - claimed 20x faster AI development, trusted by NVIDIA, Ford, and Microsoft.
- Foundation model / GenAI integration and model management
- RLHF/RLAIF - reinforcement learning from human/AI feedback
- RAG (retrieval-augmented generation) workflow support
Combines data labeling, model management, and RLHF/RAG in one platform
No published pricing - requires a demo or consultation

Surge AI
4.3Not listed
vs Defined.ai+0.7
Reached $1B+ ARR bootstrapped, with zero venture funding until mid-2025.
- Data annotation and reinforcement learning from human feedback for AI training
- Network of roughly 50,000 expert contributors worldwide
- Reached $1.2B in annualized revenue entirely bootstrapped, no funding until 2025
Trusted by nearly every major frontier AI lab for training data quality
Quote-based pricing requires a sales conversation, no published self-serve rates

syntheticAIdata
3.6Not listed
vs Defined.aiSame
Generates synthetic training data for computer vision, for the cases where collecting and labelling real images is impractical.
- Synthetic image datasets for computer vision training
- Pre-labelled output with no annotation cost
- Generation of rare and hard-to-capture cases
Covers rare events that cannot practically be photographed
Domain gap - synthetic-trained models can underperform on real images

DatologyAI
3.9Not listed
vs Defined.ai+0.3
Automated data curation that strips redundant or harmful examples out of AI training datasets before a model ever sees them.
- Modality-agnostic data curation across text, image, and other data types
- Label-free algorithms for identifying redundant or harmful training examples
- Designed to cut training compute cost for a given model quality target
Research pedigree (Meta AI, DeepMind, MosaicML alumni, award-winning papers) backs the technical claims
No published pricing, and the sales-led model suits large labs more than small teams

Plivo
4.3$0.03/mo
vs Defined.ai+0.7
Communications platform for building voice AI agents on carrier-grade telephony, with a no-code agent studio, programmable agents for LiveKit and Pipecat, AI noise cancellation, turn detection and automatic simulations.
- No-code AI Agent studio with prompt-based setup
- Programmable agents on LiveKit, Pipecat or Plivo voice APIs
- AI noise cancellation and smart turn detection
Telephony and agent tooling from one provider
Telephony is billed on top of the agent rate

SKY ENGINE AI
3.9Not listed
vs Defined.ai+0.3
Synthetic data generation for training computer vision models at scale.
- Synthetic image generation with exact labels by construction
- Deliberate generation of rare and edge-case scenarios
- Cloud platform for scaling data generation
Exact labels eliminate annotation error entirely
Domain gap means synthetic data usually supplements rather than replaces real data

Activeloop
4.1$40/mo
vs Defined.ai+0.5Free plan
Database built for AI workloads that stores and streams multimodal training data, embeddings, images, video, and text, at scale.
- Open-core database purpose-built for multimodal AI training data
- Built-in dataset versioning and visualization
- Streaming access to public and private datasets for model training
Open-source core (Deep Lake) lets teams self-host and inspect the code
Free tier's 3 queries/day and 100MB storage cap suit only small experiments

Datavolo
3.6Not listed
vs Defined.aiSame
Cloud-native, Apache NiFi-based pipelines that move and prepare multimodal data for generative AI applications.
- Natural-language-to-dataflow generation built on Apache NiFi
- Multimodal data support spanning text, image, audio, and video sources
- Pipeline observability and governance tooling for AI data flows
Founding team's Apache NiFi pedigree brings real production data-pipeline expertise
November 2024 Snowflake acquisition creates real uncertainty about Datavolo's future as a standalone, independently purchasable product
FAQ
Questions people ask
Is Defined.ai free?
Defined.ai does not list a free plan. Check its pricing page for current plans.
What is the best free alternative to Defined.ai?
Activeloop is the highest-rated alternative here with a free plan (4.1 out of 5).
What is the cheapest alternative to Defined.ai?
Among paid plans, Plivo has the lowest starting price (from $0.03/mo). If you need it free, start with Activeloop.
How did you pick these alternatives?
We match tools on what they do, their category and their price, using the details in our directory. Ratings come from our reviews and reader reviews.
