Kivotos

Novel, non-synthetic training data

Commission the real-world data your model is missing.

Kivotos gives frontier AI teams one secure interface to license existing data and commission new datasets across underrepresented markets. Every program is defined to buyer requirements, reviewed for rights before activation, quality-verified, and delivered with traceable provenance.

  • Real-world and non-synthetic
  • Buyer-specific specifications
  • Rights reviewed before activation
  • Multimodal collection
  • Underrepresented environments
  • Traceable provenance

The scarce input is new ground truth

Models cannot learn what their training data has never observed.

Existing corpora over-represent familiar geographies, languages, objects, infrastructure and behaviors. Synthetic data is valuable for augmentation, simulation and controlled edge cases, but it cannot replace access to the original real-world distribution. Kivotos provides access to new observations of the physical and human world.

Organic data is captured from real people, devices, businesses, workflows, and physical environments rather than generated by an AI model.

Novel

Net-new or non-public observations.

Representative

Broader environmental, linguistic, and behavioral coverage.

Defensible

Documented origin, permissions, processing, and permitted uses.

Usable

Delivered to agreed schemas, formats, and acceptance standards.

Choose how to source

License an existing dataset

Browse packaged data, review specifications, request a representative sample, and begin diligence.

Current listings are collection capabilities; packaged datasets appear here as they are verified.

Commission a custom dataset

Define what the model is missing and activate a purpose-built collection program.

Catalog

Featured data and collection capabilities

Current collection areas. The catalog supports additional modalities as they are verified — packaged datasets appear alongside commissionable programs.

KV-DRV-001Commissionable

Emerging-market driving and mapping capture

Use case:
Autonomy and ADAS robustness · Mapping and perception · World models
Modality:
Dashcam and in-cabin video, GPS, IMU and vehicle telemetry
Geography:
Pending verification — Defined per program across Latin America, Africa, Central Asia and Southeast Asia
Volume:
Pending verification — Defined per program: fixed monthly volume against a stated capture specification
Rights:
Rights and consent review precedes every activation (hard gate)
Sample:
Evaluation pack assembled per program specification
KV-EGO-001Commissionable

Egocentric household robotics video

Use case:
Humanoid and embodied-AI policies · Manipulation learning · World models
Modality:
Head- or chest-mounted egocentric video
Geography:
Pending verification — Defined per program across the operating footprint
Volume:
Pending verification — Defined per program: fixed monthly hours against a defined task list
Rights:
Rights and consent review precedes every activation (hard gate)
Sample:
Evaluation pack assembled per program specification
KV-SPC-001Commissionable

Multilingual natural speech

Use case:
Voice AI and ASR · Conversational models · Multimodal alignment
Modality:
Natural speech audio; optional transcription and annotation
Geography:
Pending verification — Defined per program across the operating footprint
Volume:
Pending verification — Defined per program: fixed monthly hours
Rights:
Capture specification reviewed and cleared per jurisdiction before any recording
Sample:
Evaluation pack assembled per program specification

Two ways to buy, one standard of evidence

License packaged data

  1. Step 1

    Discover

    Search the catalog and review dataset specifications in the open.

  2. Step 2

    Evaluate

    Request an evaluation pack with a representative sample and full documentation.

  3. Step 3

    Diligence

    Review rights, provenance, privacy and quality evidence with your counsel.

  4. Step 4

    License

    Agree permitted uses, exclusivity grade and commercial terms.

  5. Step 5

    Deliver

    Receive secure delivery with versioned manifests and checksums.

Commission new data

  1. Step 1

    Specify

    Your requirement becomes a structured brief: task, geography, participants, capture spec, quality standard, rights grade, delivery.

  2. Step 2

    Clear

    Consent mechanism, counterpart and bystander rights, and local data-protection law are reviewed before any collection begins.

  3. Step 3

    Activate

    The program deploys through the selected network: tasks distributed, participants opt in, equipment dispatched.

  4. Step 4

    Verify

    Two-stage quality process against acceptance criteria agreed in writing; submitted and accepted reported separately.

  5. Step 5

    Deliver

    Accepted units with manifest, consent attestation and rejection analysis.

Trust as a product feature

Buyer-ready by design

Every dataset and program ships with the documentation your diligence actually needs:

  • Dataset card and data dictionary
  • Source and collection methodology
  • Human-generated, non-synthetic composition
  • Provenance and chain of custody
  • Ownership or authority to license
  • Participant and third-party rights
  • Privacy and PII assessment
  • Quality measurements and known limitations
  • Contamination and duplication status
  • Permitted model uses
  • Secure delivery options
  • Versioned manifests and checksums

One interface to auditable real-world supply

Kivotos converts distributed real-world networks into auditable data-production capacity. Buyers work through one commercial and technical interface while Kivotos manages activation, collection, quality control, documentation, and delivery.

Anchor supply network — a global consumer platform with tens of millions of monthly actives across Latin America, Africa, Central Asia and Southeast Asia.

EnvironmentsDifferentiated real-world conditions at economics that support broader collection
ActivationExisting in-app task and notification infrastructure
Physical presenceIn-market locations for equipment distribution and recovery
Payment railsLocal-currency participant compensation at scale

Source-level documentation and network authority are available to qualified buyers under NDA.

Tell us what your model has not seen.

Provide the modality, geography, scale, rights requirements, and delivery timeline. Kivotos will identify available data or structure a collection program around the requirement.