Hashlist Model Training Services

Accelerate Your VLA & Physical AI Training Program

Run your Vision Language Action training data through the Hashlist platform: Access expert implementation & judgement services in one place.

The Frontend Platform: Built for Rapid Physical AI Expert Deployment

Launch requests through the Hashlist platform to reach and deploy specialists with shipped autonomy and safety-critical programs across European, North American and Asian OEMs and Physical AI companies. Task design, authoring and expert judgement through one clean frontend, so your researchers can stay focused on the model.

Get Started
Hashlist Application | Hashlist

From Failure Mode to Trained Model: Our Core Services

Causal Reasoning Traces

The expert "why" behind every physical action

  • Reasoning traces over driving, manipulation and assembly video
  • Chain-of-causation structure linking scene to action
  • Longitudinal and lateral decision labelling
  • Gold-set authoring with measured inter-rater agreement
  • Delivery to a stated agreement threshold, audited against a reference set

Reward Rubrics & Verifiers

The reward signal only a domain engineer can write

  • Pass or fail rubrics for physical task correctness
  • Safety, feasibility and dynamic-envelope criteria
  • Strict verifiers for reinforcement learning environments
  • Rubric authoring for closed-loop and offline evaluation
  • Reward-hacking review by engineers who know the failure modes

Physical Reasoning Evaluation Suites

A reusable bar your team owns

  • Expert-built spatial and physical reasoning tasks
  • Grounded in real vehicle, machine and production scenarios
  • Rubrics, verifiers and scoring included
  • Reusable suite delivered in six weeks, owned by your team
  • Regression coverage for every model release

Expert Grading & Arbitration

Judgment at the point of quality control

  • Expert adjudication of model outputs
  • Audit and arbitration of other vendors' data
  • Failure-mode taxonomy authoring
  • Disengagement and incident triage labelling
  • Human-in-the-loop review at production scale
BEHIND THE PLATFORM

We Run the Complexity.
You Get a Clean Frontend.

The Hashlist platform is provided complimentary to all Managers in your team.

HASHLIST • OPERATIONS
Running 24/7 • 20+ Countries
Vetting
01
  • CV+code review
  • Live tech screen
  • OEM reference checks
  • Track-record
  • On-chip portfolio
Legal
02
  • MSA negotiation
  • 20+ jurisdictions
  • IP & NDA
  • Export control
  • GDPR + data residency
Compliance
03
  • Right-to-work
  • KYC / AML
  • Sanctions screen
  • Conflict-of-interest
  • Tier-1 supplier code
Payroll
04
  • Multi-currency invoicing
  • EOR in 20+ contries
  • Tax + VAT
  • Per-day reconciliation
  • AP automation
Network
05
  • 100k+ profile graph
  • Skill embeddings
  • OEM history mapping
  • Live availability ping
  • Seniority benchmarks
Ops
06
  • Account manager
  • Scheduling + interview
  • Onboarding kit
  • Mid-engagement QA
  • Off-boarding
app.hashlist.com / network / vla-physical-ai
Reasoning Traces
Rubrics
Evals
12301 results
Hashlist Logo | Hashlist
Mariana K.
Stuttgart, DE • Reasoning Traces • Perception
Available now
Hashlist Logo | Hashlist
Tomas V.
Turin, IT • Authoring • FuSA
Available • 2 wks
Hashlist Logo | Hashlist
Pekka T.
Helsinki, FI • Eval Design • AV Planning
Available • 4 wks
Interview Anna K.

Pricing

One platform to access both tooling & deploy engineering.

We approach each program individually, and bring together the pieces you need, where you need it.

Our quote depends on program level, length, and deployment location.

Get Started

Our collaboration with Hashlist engineers over the past six months, from initial PoC to full-scale ramp-up globally, has been highly successful.

Head of Software & AI
Top 5 Automotive OEM

About

We help deliver critical engineering across intelligent vehicles by building a frontend to access the world's leading experts in the field.

About Us

Careers

Whether your specialty lies in autonomy, complex safety-critical systems, or physical AI solutions, we are interested in getting to know you.

Join Us

Ready to Dive In?

Start assembling world-class teams today.