YPAI proprietary data collection technology

We built the systembehind the data.

Every modality on one platform. Every accepted asset carries the evidence that proves why it passed.

a-013 · one session · enters here speech · video · image · LiDAR

Source qualification ·

Collection conditions ·

Technical requirements ·

Consent and agreements ·

Automated quality control ·

Annotation and review ·

Permitted use ·

Dataset lineage ·

Delivery integrity ·

Withdrawal path ·

sha256 ·this tab · preview

Station 01 · Specification

Your requirement,as a control on the floor.

The brief becomes a set of controls. They run on the participant's device before a take starts and again on every upload. Pick a requirement and the floor shows where it is measured.

  1. 1 AUDIO-0042 Effective source resolution must be at least 23 bits.
  2. 2 VIDEO-0018 Audio and video within 40 ms of each other for the whole take.
  3. 3 IMAGE-0007 No upscaled or recompressed frames; EXIF chain intact.
  4. 4 LIDAR-0003 Camera and LiDAR clocks within 1 ms under PTP.
  5. 5 SRC-0021 Participant age 55 or over.
  6. 6 RGT-0004 No biometric identification.
  7. 7 RET-0002 + RET-0009 Retention 30 days after rejection; QC evidence kept six years.

observed · this tab 23.4bits

the collection floor · a-013 · the six controls of pc-2026-081 where each is measured

measurement threshold≥ 23 verdictPASS runsdevice gate · central qc

Station 02 · Capture

One collection mesh.Every modality, measured at capture.

Speech 48 kHz · 24-bit · SNR 53.3 dB · 0 clipped device gate PASS · one second of a-013, drawn from the take

effective bits · ≥ 23 23.4bits

edge assurance · before the task starts
Video 1920 × 1080 · 30.0 fps · 0 dropped · AV-sync 12 ms frame anchors held · avc1.640028
Image 12 MP · EXIF held · focus 46.6 · exposure 13.7 yolov10n · reading the plate
Sensors LiDAR 10 Hz · camera 30 Hz · IMU 200 Hz · PTP 0.4 ms calibration held · drift 0.1 ms/min

Station 03 · Quality

The QC desk a-013 · 22 controls · 0 FAIL · 2 REVIEW · read 08:04:11Z a reviewer sees the reading, the threshold and the evidence

Measured four ways.Each stands alone.

Four banks read every upload. Each keeps its own reading and its own digest. A failing control stays visible beside a passing one.

01

Deterministic

Schema, sample rate, effective bits, frame rate, checksums, required streams, timestamps.

14 / 14 · this tab

sha256 3b7e…91a0
02

Statistical

Coverage of the programme against its target, and agreement between annotators.

specimen programme · 60 assets · κ 0.71

sha256 c410…2e8d
03

Learned

The transcript and the detector in this tab; the scene read by a model on the EU profile.

WER 0.06 · whisper-tiny.en · yolov10n · this tab

sha256 77a1…0c55
04

Cross-modal

Speech against mouth motion, LiDAR against camera, timestamps against the manifest clock.

2 disagreements · 0 beyond tolerance · this tab

sha256 9c1d…44f2

Station 04 · Annotation

Labelled by people.Checked by models. Both on the record.

Boxes, tracks, masks, cuboids, transcripts, entities and preferences, made in YPAI's own review console with model-assisted first passes. The model's reading is marker A, the annotator's is marker B, and the disagreement between them is the instrument. Two of the readers run in your browser.

Boxes · detection yolov10n · reading the plate in this tab held box (annotator r-041) · model box (yolov10n, dashed) · iou between them · this tab

review item · segment 3 of 12 · the box on the pedestrian

reviewer sees

asset · project instructions · relevant evidence (4) · pseudonymous reference

withheld

full identity · home address · contact details · unrelated demographics · other projects

Two annotators decided. You are the third.

A · r-041sealedopens with your decision
B · r-118sealedopens with your decision
C · you

consensuswaiting for your decision

agreementκ 0.71

credentialvisitor · unqualified · preview

rubricr-2026.09

decision·

Tracks 3 held · 0 identity switches across 48 frames · yolov10n 0.88 · 0.82 · 0.92 r-118 cut track 1 to the visible body where the stride blurs · recorded
Masks SlimSAM · six points on the bicycle · reading in this tab the model's mask becomes the resolved region · one negative point on the stand · this tab
Cuboids 3D IoU 0.71 against the held cuboid · threshold ≥ 0.7 · re-projection 0.8 px measured on the LiDAR page · specimen here

Station 05 · Agreements and rights

MSA msa_v2 ACTIVE ·

Project SOW sow_v4 ACTIVE ·

DPA dpa_v3 ACTIVE ·

Processing instructions pi_v2 ACTIVE ·

Security schedule sec_v2 ACTIVE ·

Technical specification tech_v4 ACTIVE ·

Acceptance policy acc_v1 ACTIVE ·

Contributor agreement ca_v3 ACTIVE ·

Consent package consent_v3 ACTIVE ·

Privacy notice pn_v2 ACTIVE ·

Dataset licence dl_v1 ACTIVE ·

Delivery certificate dc_v1 ACTIVE ·

S1 I agree to audio recording. signed ·

S2 I agree to video recording. signed ·

S3 I agree to transcription and annotation. signed ·

S4 I agree to the stated training purpose. signed ·

statement hashes computed in this tab from the statement text · in the built page they are checked against the ledger's

Consent where it was given.Rights where they are used.

Twelve agreements and four statements are bound to the session at capture, on the contributor's own device. Every later use is a question put to those rights, answered with a decision and a reason, and any statement can be withdrawn with its impact traced.

rights runtime · ask the asset

operation

purpose

model family

recipient

ALLOW

Every permission for this operation is present, the recipient region is approved and no prohibition applies.

duties attach · retain_in_approved_region · delete_after_contract_end

rights as odrl 2.2 in a w3c vc 2.0 · signed key ypai-2026-09 · evaluated in this tab over the specimen's rights

Station 06 · Record

One record.Every decision on it.

Everything the five stations above did to a-013 is on one signed record: the readings, the labels, the agreements, the decisions you made on this page. Change any of them and the digest changes with it.

record digest · now · this tab · on load ·

identity a-013 · multimodal session · v1

contract pc-2026-081 v1 · 6 / 6 requirements

origin ypai collect · phone, camera, LiDAR rig · 48 kHz / 24-bit · 1080p30

quality 14 deterministic · 3 statistical · 3 learned · 2 cross-modal · 3 human

annotation 1 box · 3 tracks · 1 mask · 1 cuboid · 2 annotators · rubric r-2026.09

agreements 12 active · 4 statements

privacy purpose collect_data · eu-west-1

rights 3 permissions · 4 prohibitions · 2 duties

integrity sha256 3b7e…91a0 · ed25519 · merkle 9c1d…

lineage 2 datasets · 1 delivery · 1 training run

governance retention 180 d · withdrawal 0 · hold none

VDA-3

Attested: collection, QC, annotation and review are signed. VDA-4 requires device attestation, which this specimen lacks.

Station 07 · Dataset and delivery

Constraints in,a lockfile out. Verified where it lands.

A dataset is a query over records. Change a constraint and the field re-lays; the lockfile pins what was included and why. The delivery carries a verifier your own team runs on its own machines.

acceptedHours

participantIsolation

dedup

languages en 0.80 · es 0.05 · fr 0.03 · pt 0.03 · ar 0.03 · hi 0.02 · zh 0.02 · ja 0.01 · ko 0.01

global: quality.verdict == PASS · rights.allow("train_asr") · agreementCoverage == COMPLETE · withdrawalStatus == ACTIVE

·

dataset.lock

·

splits participant-isolated · agreement snapshot msa_v2 · rights state 2026-09-20 · evidence root 9c1d… · croissant 1.0 · specimen programme

ypai verify delivery-2026-09-20.json

Manifest integrity PASS

Cryptographic signatures VALID · ed25519 · key ypai-2026-09

Transparency inclusion not logged · preview

Project contract v1 · coverage 6 / 6

Annotation and review coverage 1 / 1

Consent coverage 4 / 4

Dataset lineage COMPLETE

Known blocking exceptions 0

contract coverage6/ 6

public key ypai-2026-09 · MCowBQYDK2VwAyEA5Qf2…preview · verified in your browser

Station 08 · Feedback

yolov10n · 0 persons · missed · rooftop cell · recorded 2026-09-18 · /image-data/

A measured missbecomes the next brief.

intake.request 3 ms which condition did the detector miss a person in?

agent.plan 640 ms retrieve release 02 records where held ≠ found · nova 2 lite

retrieve.records 212 ms 6 hits · titan embeddings · cosine

agent.validate 910 ms cites r-11 r-14 · gap: person on a rooftop viewpoint

measure 1 765 ms eu-west-1 · 1 402 in / 96 out · preview

Collect 300 frames of people seen from rooftop and first-floor viewpoints at dusk; accept a frame when the person is fully inside it and a held box exists.

→ becomes requirement IMAGE-0011 in the next contract · station 01

Station 09 · Every modality

The modality changes.The controls governing acceptance hold.

measuredeffective bits · SNR · clipping · intelligibility · dialect · transcript alignmentmeasured on this page · this tab

Speech the same nine stations · specification, capture, quality, annotation, agreements, record, delivery, feedback

Where the control model fits

Foundation and multimodal model teams

When performance depends on specific cohorts, environments, behaviours, languages or failure cases.

Speech and voice AI

When acoustic conditions, speaker profile, language, accent, recording chain and transcript quality must meet defined criteria.

Synthetic-media and authenticity teams

When genuine, manipulated and generated media must be collected or evaluated under controlled conditions with traceable provenance.

Robotics and Physical AI

When multiple sensors, timestamps, human actions, environments and task outcomes must remain aligned.

Multilingual and multi-market programmes

When sourcing, qualification, privacy, rights and delivery requirements differ across languages and jurisdictions.

Rights-sensitive AI programmes

When your team needs to know whether an asset is technically useful and whether it may be used for the intended purpose.