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Robotics data supply chain · India

Know who
you're working
with.

Community trust scores and fraud reports for robotics data companies. Search before you share a single hour of footage.

Verified by vendorsHuman moderatedOpen source
6
Companies tracked
4
Verified reports
4
High-risk flagged

The Reality

The Reality Storyboard

Sample trust report

Trust ReportVerified · 3 reports
NX

Neurvix

India Nov 2025
18
/ 100
High RiskConfidence: MED

Score breakdown

Payment behaviour
5/35
Legitimacy
12/25
Rate realism
8/10
Deal history
3/15

Red flags

Demands 500-hr upload before first payment
Rate 2.8× above market average
Domain registered 90 days ago
Score dropped 4 pts this weekView full profile →

Illustrative — based on real reported patterns

Why this exists

Before you upload the data,
check who you're working with.

Neurvix approached us for voice annotation at $10/hour — close to the expected market range. We were open to the project and willing to provide samples.

The terms then changed. The rate moved to $6/hour. Later, the proposal involved uploading up to 500 hours with 60% payment promised later.

We proposed a safer approach: start with a small paid batch, verify payment, then scale. That's why we built a public way to check.

Day 1

$10/hr offer for voice annotation. Within expected range. We agreed to discuss.

Day 2

Partnership model proposed. Terms began to shift from initial discussion.

Day 4

Rate revised to $6/hr. We declined and proposed a structured approach.

Day 11

We proposed: 10 hours first, pay, then 20, 40, larger batches.

Day 14

Counter-proposal: upload 500 hours upfront with 60% deferred. We didn't agree.

Rate benchmarks

Before you say yes to an offer.

Community-sourced benchmarks from real vendor reports. If an offer is more than twice the high end, that's a documented pattern.

TaskMarket rate
Egocentric video$8–10 / hr
Teleoperation$10–14 / hr
Annotation & labeling$5–8 / hr
3D scene scanning$12–18 / hr

India supply market, Sep 2026. Community estimates. Full breakdown →

Rate check

Market range for Egocentric / POV video: $8–$10/hr

Scoring model

No black box.

Every weight, every factor — public and forkable. If you think the formula is wrong, open a pull request.

35%
Payment behaviour
Verified reports of on-time, delayed, or unpaid invoices from real vendors.
25%
Legitimacy
Company registration, domain age, LinkedIn presence, and verifiable founders.
15%
Deal history
Independent client relationships. Related-party deals are excluded.
10%
Rate realism
How the offered rate compares to current market benchmarks for the task type.
10%
Responsiveness
Whether the company has engaged with reports and resolved disputes.
5%
Age & activity
Company tenure and consistent online presence over time.

How to use this

Three things.

01

Search before you agree

Type the company name. If they're in the database, you'll see the trust score and every verified report. If they're not — that's information too.

02

File a report after a bad engagement

Document what happened while it's fresh. Upload screenshots, invoices, contracts. Your identity stays anonymous unless you choose otherwise.

03

Help the next person

Every report makes the score more accurate. The vendor who reports today protects the ten people who search tomorrow.

All companies(6)

+ Add a company
A

akturia

5

/ 100

No verified LinkedIn page, or the page is very new and has minimal activity.
L

linkedin

5

/ 100

No verified LinkedIn page, or the page is very new and has minimal activity.
DF

data for ai

5

/ 100

No verified LinkedIn page, or the page is very new and has minimal activity.
T

test

—
1 report
EL

Embodied Labs

India·teleoperation
74

/ 100

1 report
N

Neurix

India·data collection
18

/ 100

Promised $25/hr vs. ~$9/hr market average
Requests 10-hour data upload before any payment
Questions or want to reach us?founders@dataforai.us →