FAQ
Comparison · checked 26 October 2026

Dataset Finder vs Sama

Find AI datasetsOrder premium data annotation

Sama and Dataset Finder both say they don't rely on an open crowd: Sama employs a full-time workforce in East Africa, and Dataset Finder's custom data comes from annotators managed by Innovatiana in Madagascar. The difference is where you start and how you buy. Sama annotates and validates the data you already have, by quote. Dataset Finder helps you find an existing dataset first, then lets you order the rest with credits.

Facts about Sama come from its own website and other public sources (see sources).

01 · One place

Find AI training data, or have it annotated

Sama produces data for you, and so does Dataset Finder. The difference is the step before: Dataset Finder first shows you which existing datasets already fit, then you order premium annotation for the gaps.

Find

AI dataset search

Describe your use case in plain language and get a ranked shortlist from tens of thousands of curated datasets.

  • Every dataset card analysed on 30+ criteria: quality, bias, licence check, PII, fine-tuning readiness
  • A curated catalogue, reviewed and enriched by the team
  • Free plan to start; you download from the original source
OrderPremium service

Data annotation & labelling

When nothing fits, order custom annotation in the same app. Your data is labelled by trained annotators and domain specialists managed by Innovatiana, not an open crowd.

  • A dedicated Data Labeling Manager
  • Quality control built in: calibration round, sampling reviews, inter-annotator agreement, gold-standard checks
  • Image, video, audio, text, multimodal and medical data; 3D point clouds; LLM fine-tuning, agent and coding data
  • Self-serve with credits and no set-up fee, or Enterprise Sales for large projects

Both live in one workspace: what you found, what you ordered and which model it trained are recorded per project.

02 · At a glance

Dataset Finder and Sama, side by side

CriterionDataset FinderFind + annotateSama
What it isOne place to find and order AI training data: dataset search over a curated catalogue, dataset cards with automated analysis, premium data annotation and labelling services, and a project workspaceManaged data-annotation and model-validation company, delivering on its own Sama Platform
Where you startSearch what already exists: natural-language search across tens of thousands of curated datasets (metadata only; you download from the source)Annotate, validate and evaluate your own data: image, video, 3D sensor data, GenAI outputs
Who does the labellingTrained annotators and domain specialists managed by Innovatiana, not an open crowd, with a dedicated Data Labeling ManagerFull-time, in-house workforce in secure delivery centres, largest in East Africa (Sama says)
PricingFree €0 · Startup €9.90/mo · Pro €29.90/mo (or €99 / €299 a year). Custom data paid in credits, no set-up feeNot published; quote-based
Data typesImage, video, audio, text, multimodal and medical data; 3D point clouds; LLM fine-tuning, agent and coding dataImage, video, 3D point cloud / LiDAR / radar, text, multimodal
CompanyBuilt by Innovatiana, a data-labelling company with its own trained annotation teamsSan Francisco and East Africa · founded 2008 by Leila Janah
Built forAI teams that want to check what already exists before paying for data, then order the gaps self-serveEnterprises in automotive, retail, agriculture and GenAI that want a managed, on-site workforce for high-volume work
03 · Key differences

Where they really differ

  1. 01

    A search step first

    Dataset Finder starts with a curated catalogue of existing datasets and full dataset cards. Sama's stated offer is annotating, validating and evaluating the customer's own data.

  2. 02

    Credits instead of a quote

    Dataset Finder publishes its plans (€0, €9.90 and €29.90 a month) and prices custom data in credits you buy in the app. Sama's pricing is quote-based.

  3. 03

    Confidential by design

    Dataset Finder's custom data projects run under NDAs, with restricted access, secure transfer and a record of who annotated what: a practice built around GDPR and EU AI Act readiness.

  4. 04

    Workspace and lineage

    Dataset Finder keeps your projects, AI recipes and a training-data inventory with lineage in the same place you search and order.

04 · Why Dataset Finder

Why teams choose Dataset Finder

Choose Dataset Finder if…

  • You don't yet know whether you need new data, or whether a public dataset already covers you
  • You want to order annotation this week with credits instead of waiting for a quote
  • You want search, ordering and a training-data inventory in one workspace
Large or long-running programme?

Talk to Enterprise Sales. Innovatiana scopes high-volume and long-running annotation programmes, with custom SLAs and NDAs, delivered by the same managed teams under a dedicated Data Labeling Manager.

05 · FAQ

Dataset Finder vs Sama: questions

Is Dataset Finder an alternative to Sama?

Yes. Dataset Finder covers dataset discovery and custom annotation by Innovatiana's managed team, ordered self-serve with credits or, for larger programmes, through Enterprise Sales.

Do both use in-house annotators?

Sama describes a full-time, in-house workforce. Dataset Finder's custom data is produced by trained annotators recruited and managed by Innovatiana, supervised by a dedicated Data Labeling Manager, not an open crowd.

Does Sama publish prices?

No. Sama's site asks you to talk to an expert. Dataset Finder's plans are €0, €9.90 and €29.90 a month, and custom data is paid in credits with no set-up fee.

Does Dataset Finder offer data annotation services?

Yes. Alongside dataset search, Dataset Finder sells premium custom data annotation and labelling. Innovatiana's trained annotators and domain specialists, not an open crowd, produce and label the data, supervised by a dedicated Data Labeling Manager, with a calibration round, sampling reviews, inter-annotator agreement and gold-standard checks. It covers image, video, audio, text, multimodal and medical data, 3D point clouds, and LLM fine-tuning, agent and coding data. You order self-serve with credits, with no set-up fee, or through Enterprise Sales for larger projects.

Does Dataset Finder host or sell datasets?

No. Dataset Finder keeps each dataset's metadata and its own analysis, and sends you to the original source (Hugging Face, an academic page, a government portal) under that source's licence. The exception is custom data you order, which the team delivers to you directly.

Sources

Sources and method

Sama

  1. sama.com/Checked 26 October 2026
  2. sama.com/our-storyChecked 26 October 2026
  3. sama.com/our-teamChecked 26 October 2026
  4. sama.com/impactChecked 26 October 2026
  5. sama.com/newsChecked 26 October 2026
  6. accessnewswire.com/newsroom/en/business-and-professional-services/sama-eliminates-repetitive-work-in-ai-data-labeling-with-launch-1103945Checked 26 October 2026

Dataset Finder

  1. Pricing and FAQDataset Finder
  2. Custom data & annotationDataset Finder
  3. Help Center: plans & limitsDataset Finder
  4. ChangelogDataset Finder

This page compares public information as of 26 October 2026. Figures a company reports about itself are marked as such ("Sama says"). Sama is a trademark of its owner; this page is not affiliated with or endorsed by Sama. Spotted something out of date? Email sales@innovatiana.com.

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