3Wheels AI

Verticals

Private codeHealthcareCAD & 3DAudio & speechEgocentric videoCompany operationsConversational
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Training data for AI labs & enterprises

Most training data
is noise.

We turn it into signal: licensed at the source, cleaned to one standard and validated by domain experts.

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00 — INTAKE

It arrives from everywhere.

Seven verticals, thousands of sources, no shared standard, and no guarantee anyone was allowed to use it.

codeclinicalCAD & 3Daudioegocentricopsdialogue
01 — LICENSE

Rights cleared at the source.

Every source is traced and its usage terms documented. Anything we can't license never enters the line.

02 — CLEAN

Identifiers out. Structure in.

Personal data stripped and human-checked, duplicates removed, every record normalized to one schema.

03 — VALIDATE

Experts sign off.

Domain reviewers label, rank and verify against criteria agreed with you. Records that fail are rejected, not patched.

Signal, ready for your model.

Inventory

Data nobody else can scrape.

Plus custom collection when what you need doesn't exist yet.

Private code
3B+

Lines of code across licensed private repositories

CAD & 3D
5M+

Engineering drawings, assemblies and 3D assets

Healthcare
10M+

De-identified medical patient records

Audio & speech
5.7M+

Audio, text and speech assets

Egocentric
200K+HRS

First-person video and activity data

Company ops
52+

Companies' operational workflows and approval trails

Verticals

Seven domains. One standard.

Pick a vertical for the domain, and a service for what you need: data to train on, or environments and evals to test against.

013B+ lines

Private code

Repositories, commits, pull requests and review history.

01 Dataset
3B+ lines with commit, PR and review history
02 Environment
Agentic engineering tasks, engineer-graded
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0210M+ records

Healthcare

Clinical notes, records and imaging, de-identified and expert-reviewed.

01 Dataset
10M+ de-identified, patient-linked records
02 Environment
Clinical case tasks, clinician-graded
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035M+ files

CAD & 3D

Drawings, assemblies and meshes with validated geometry.

01 Dataset
5M+ typed, native-format CAD files
02 Environment
Part classification and rebuild checks
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045.7M+ assets

Audio & speech

Synchronized audio with transcripts and event labels.

01 Dataset
5.7M+ transcribed, diarized assets
02 Environment
Transcription evals per language and accent
View vertical →
05200K+ hrs

Egocentric video

First-person footage with action and object labels for physical AI.

01 Dataset
200K+ hrs synced video, IMU, action labels
02 Environment
Action and manipulation benchmarks
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0652+ companies

Company operations

Workflows, approval trails and legal documents for enterprise agents.

01 Dataset
52+ companies' ordered approval trails
02 Environment
Agent tasks over approvals, operator-graded
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07Dialogue

Conversational

Multi-turn conversations, ranked and reviewed for assistant training.

01 Dataset
Multi-turn dialogue, intent-labelled
02 Environment
Multi-turn evals, rubric-graded
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0107
Two services

First token to final eval.

Both licensed, cleaned and validated the same way, and delivered in the format your pipeline already reads.

01 · Datasets

What your model learns from

Pre-training corpora and SFT, RLHF and DPO data, licensed at the source and validated by domain experts.

See what we deliver →
02 · Environments & evals

Where your model proves it

RL task suites with expert graders, and benchmarks that show what your model can't do yet.

See what we deliver →
Questions

Common questions from AI teams.

01What does 3Wheels AI do?

3Wheels AI supplies AI training data to AI labs, enterprises and research teams through data licensing, custom data collection and expert data annotation across seven verticals, ready for pre-training, supervised fine-tuning (SFT), RLHF and DPO alignment, and evaluation.

02Do you license training datasets in bulk?

Yes. Exclusive, non-exclusive and custom bulk licensing is available across private code, healthcare, CAD and 3D, audio and speech, egocentric video, company operations and conversational data, with usage rights documented for every source.

03How much does AI training data cost?

It is quoted per engagement. Price depends on the vertical, the volume, whether the rights are exclusive or non-exclusive, and how much expert review or annotation the data needs.

04Can we see a sample before we buy?

Yes. Every vertical has a representative sample available under NDA, with its schema and datasheet, so your team can test it in your own pipeline before committing.

05Can you collect data that doesn't exist yet?

Yes. When the data you need isn't in our inventory, we run custom data collection for image, video, audio, text and sensor data, scoped to your tasks, participants, environments and devices.

06Do you provide data annotation and post-training data?

Yes. Domain experts annotate computer vision, video, speech and text data, and write and rank post-training data: SFT instructions, RLHF and DPO preference pairs, and expert-graded evaluation sets, with agreement metrics on every batch.

07Where can I get AI training datasets in bulk in India?

3Wheels AI is headquartered in Lucknow, India, and supplies enterprise-scale datasets to AI labs and enterprises worldwide. Write to hello@3wheels.ai to discuss volume and licensing terms.

08How do you keep the data compliant?

Every source is licensed with documented usage rights, personal data is removed and checked by a person, and the work runs under ISO 9001, ISO/IEC 27001, ISO/IEC 42001 and ISO/IEC 27017.

09Is it legal to train AI models on your data?

Yes, that is what the licence is for. The right to train is granted by contract and documented per source, so you are not relying on fair-use or text-and-data-mining arguments that courts and regulators are still settling for scraped data. Permitted uses are confirmed with each customer before access.

10What does data provenance mean here?

Every record can be traced to the source it came from and the agreement it was licensed or consented under. Deliveries ship with a provenance manifest and a datasheet, so a training corpus can be audited record by record.

Get on the line

Bring the noise.We'll bring the signal.

Tell us the domain, modality and training stage, or the data you own. We'll scope it with you.