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Human intelligence data for every stage of LLM development.

Adrosaga runs human-led data workflows for model builders — data capture, annotation, preference ranking, safety and red team testing, multilingual validation, and continuous benchmarking. Structured outputs across 100+ languages, matched to the contributor profile your model actually needs.

Two robotic arms working over a conveyor belt beneath streams of coloured data, evoking an automated model-training pipeline

Six human-led services for model builders.

From bias and guardrail failure to multilingual edge cases and adversarial robustness — we run the evaluations your automated tooling can't.

Data panels joined by a node network, evoking captured data

Data Capture

Prompt-response pairs, multi-turn conversations, images, videos, voice/audio, and scenario data in 100+ languages. Contributor targeting by country, locale, domain, and demographic profile.

Synthetic data doesn't catch what real people catch.

Cultural nuance, regional idiom, demographic edge cases, and the failure modes that only surface when real users actually engage with your model — these require human contributors, not generated proxies. Our global contributor network is matched to your task by country, language, locale, domain expertise, device type, and demographic profile. Low-confidence and high-risk items are automatically routed to senior reviewers or expert panels.

A hand holding a phone showing a chat thread, ringed by reaction faces and a lightning bolt, evoking real people reacting to model output

100+ languages.The exact contributorprofile your modelneeds.

Contributor targeting by country, language, locale, domain expertise, and demographic segment means your training data, preference signals, and benchmark results reflect the population your model will actually serve — not just the market you started in.

Multilingual and localisation validation covers slang, dialect, cultural norms, and regional expectations. Domain-specific expert review routes specialist tasks — healthcare, legal, financial — to qualified contributor panels.

A globe encircled by contributor avatars between Latin and Chinese translation markers, evoking a worldwide multilingual contributor network

How It Works

  1. Tell us your use case

    LLM stage (training, fine-tuning, post-deployment), task type, volume, and timeline.

  2. We scope the task and contributor matching

    country, language, domain expertise, demographic spread, device profile.

  3. The task goes live

    contributors complete structured tasks and results build in real-time.

  4. You receive structured data (objective, targeting, data)

    formatted for direct use or platform integration.

Simple, usage-aligned pricing

Start free. Scale as you grow.

All prices shown ex VAT / GST.

Billing term

Internal contributors are testers from your own organisation that you grant access to — separate from the Adrosaga Global Crowd, the external testers already on the platform and matched to your project on demand. Internal contributor allowances are for the contract term, not per month. Crowd Credits apply only to Adrosaga Global Crowd testers — they are granted against the licence fee and cannot be applied to internal contributor seats.

  • Free

    $0

    No included credits

    Who it's for: First-time evaluators and internal pilot groups modelling spend before committing — includes calculator access.

    • Access to Adrosaga Global Crowd (paid usage only)
    • Custom roles & permissions
    • Standard reports
    • Pricing calculator — estimate usage costs for a potential project

    The free tier includes calculator access to estimate project usage costs before you commit

  • Try it live

    Starter

    $49/month

    12-month term

    $25 Crowd Credits / month, expire after 90 days if unused

    Who it's for: First self-serve tier with a live tester — evaluate the platform hands-on before committing to Growth.

    • 50 internal contributors (contract term)
    • Custom roles & permissions
    • Standard reports
    • Self-serve only
  • Growth

    $699/month

    12-month term

    $350 Crowd Credits / month, expire after 90 days if unused

    Who it's for: Product, engineering or QA team self-serving structured testing on one AI application — no compliance mandate yet.

    • 700 internal contributors (contract term)
    • Custom roles & permissions
    • Standard reports
    • Self-serve + limited escalation
  • Most popular

    Business

    $2,500/month

    12-month term

    $1,250 Crowd Credits / month, expire after 90 days if unused

    Who it's for: Mid-market teams deploying AI under some regulatory or audit scrutiny — typically Head of AI/ML, VP Engineering, or a compliance-adjacent buyer.

    • 2,000 internal contributors (contract term)
    • Expandable to 7,500 in 500-seat packs — $3,000 per pack / year
    • Custom roles & permissions
    • Standard reports
    • Dedicated account manager
    • Standard support
  • Built to scale

    Enterprise

    $15,000/month

    12-month term

    $7,500 Crowd Credits / month, expire after 90 days if unused

    Who it's for: Large regulated enterprises running testing across multiple teams, launching frequent or large-scale AI deployments to internal and external contributor populations.

    • 15,000 internal contributors (contract term)
    • Expandable in 5,000-seat blocks — $22,000 per block / year, no cap
    • Custom roles & permissions
    • Standard reports
    • Dedicated account manager
    • Priority support, Named Support Consultant & SLA
    • Solution Engineer 10 hours per month
What each pricing plan includes
InclusionFreeStarterGrowthBusinessEnterprise
Month-to-Month fee (base rate, no surcharge) / monthN/A$49$699$2,500$15,000
Month-to-Month Crowd CreditsN/A$0$0$0$0
12-Month Term fee — contract value / monthly payment$0$588$49 / month$8,388$699 / month$30,000$2,500 / month$180,000$15,000 / month
12-Month Term Crowd Credits (50% of licence fee) — 12-month total / monthlyN/A$300$25 / month$4,200$350 / month$15,000$1,250 / month$90,000$7,500 / month
Annual in Advance — total paid upfront (base rate × 12, no discount)N/A$588$8,388$30,000$180,000
Annual in Advance Crowd Credits (66% of licence fee, granted as a term pool)N/A$400$5,400$19,800$120,000
Internal Contributors Allowance (contract term)N/A507002,00015,000
Internal Contributor expansion packs — price per pack / yearNot availableNot availableNot available500-seat packs, $3,0005,000-seat blocks, $22,000Included, enhanced on this plan
Maximum internal contributors with packsN/A507007,500No capIncluded, enhanced on this plan
Crowd Credit expiry — 12-Month Term / Month-to-MonthN/ARolling 90 daysRolling 90 daysRolling 90 daysRolling 90 days
Crowd Credit expiry — Annual in AdvanceN/AWithin 12-month contract termWithin 12-month contract termWithin 12-month contract termWithin 12-month contract term
Access to Adrosaga Global CrowdYes — paid usage onlyIncludedYes — credits + paid usageIncludedYes — credits + paid usageIncludedYes — credits + paid usageIncludedYes — credits + paid usageIncluded
Internal & private crowd testing limitNot includedUp to 50 internal contributorsUp to 700 internal contributorsUp to 7,500 internal contributors15,000, expandable with no capIncluded, enhanced on this plan
Custom roles & permissionsIncludedIncludedIncludedIncludedIncluded
ReportsStandardStandardStandardStandardStandard
Dedicated account managerNoNoNoIncludedIncluded
Support modelSelf-serveSelf-serveSelf-serve + limited escalationIncluded, enhanced on this planStandard supportIncluded, enhanced on this planPriority support, Named Support Consultant & SLAIncluded, enhanced on this plan
Solution EngineerNot availableNot availableNot availableNot available10 hours per monthIncluded, enhanced on this plan
Adrosaga AI Data Scientist3 prompts / month5 prompts / task10 prompts / task15 prompts / taskUnlimited (Reasonable Use)Included, enhanced on this plan

Not sure which plan fits your needs?

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Tell us what you need.

Book a call

Are you also evaluating AI for deployment risk and compliance?

See how independent AI deployment testing works

Adrosaga can also provide targeted human-generated data to train, evaluate and improve AI systems.

Yes. Adrosaga lets organisations commission proprietary human-generated datasets designed around their own AI needs.

Yes. Adrosaga supports multiple independent contributors reviewing the same item.

Yes. Adrosaga is designed to orchestrate projects ranging from targeted specialist testing to large global programs involving thousands of contributors and hundreds of thousands of work items.

Quality comes from task-specific rankings, strong quality controls, and Adrosaga's pledge to pay contributors fairly, promptly and respectfully.

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