Mecka: robot AI company

Overview

Mecka (mecka.ai) builds physical AI / robotics data and evaluation tooling. On Sep 24 2026 it published the WetLabs Benchmark, testing frontier LLM control of 6-DoF lab robot arms across nine science lab tasks with no demonstrations or fine-tuning.

Verified record

Verified deployments: None on file
Active incidents: None on file

Key facts

WetLabs Benchmark results (company-stated Sep 2026)

Company-stated (company-stated): Mecka WetLabs Benchmark tested 9 science lab tasks x 3 frontier models x 20 attempts each (540 attempts total), with no demonstrations or fine-tuning. Task completion: GPT-6 Astra 25.6% (46/180), Claude Opus 5.5 23.3% (42/180), Claude Fable 5.1 12.2% (22/180). Human evaluators confirmed 110 successful attempts total across all runs. Cap: company evaluation blog; independent replication not reviewed this pass. LLM models named inside this fact only (no separate robot model pages)

WetLabs Benchmark setup (company-stated Sep 2026)

Company-stated (company-stated): robots were two YAM rigs, each with two 6-DoF arms and parallel-jaw grippers. Models controlled arms via a shared prompt, medium reasoning effort, and a 16,000-token output limit. Cap: company benchmark methodology page

WetLabs cost and failure modes (company-stated Sep 2026)

Company-stated (company-stated): Astra mean estimated API cost ~$8.64/attempt vs Opus 5.5 ~$2.39 (~3.6x). Failure modes include crushed glassware, missed grasps, and done hallucinations (models said done on 192 attempts; humans confirmed 103 success / 79 partial / 10 fail among those). Cap: company evaluation blog

Physical AI data engine

Mecka describes itself as the data and deployment layer for physical AI, capturing and evaluating real-world activity into datasets for robotics and AI teams (Mecka).

Data & sources

Press releases

1

Web sources

2

3 sources backing this record.View all →

Safety record

No incidents on record for Mecka.

Only active incidents are counted. Retracted incidents are excluded from this summary but remain reachable at their canonical URLs.

Full safety record: incidents, sourcing, and exposure data →

Recent activity

Every change to this record is dated, sourced, and independently verified where marked.

Record createdSep 26, 2026
Added to the verified registry

Full change history →

Sources (3)

https://www.mecka.ai/blog/wetlab · 2026-09-24
https://x.com/joshavata/status/2103533019172950217 · 2026-09-24
https://www.mecka.ai/ · 2026-09-25

Common questions

What is Mecka?

Mecka (mecka.ai) builds physical AI / robotics data and evaluation tooling. On Sep 24 2026 it published the WetLabs Benchmark, testing frontier LLM control of 6-DoF lab robot arms across nine science lab tasks with no demonstrations or fine-tuning.

What does Mecka make?

Mecka has no robot models recorded on the DEPLOY registry. Mecka builds robot foundation models or autonomy software.

Is Mecka publicly traded?

No. Mecka is privately held and not publicly traded, per the DEPLOY registry.

How can I invest in Mecka?

Mecka is a private company; its shares are not available on public markets, so retail investors cannot buy the stock today.

Where is Mecka headquartered?

Mecka is headquartered in Undisclosed.

Who owns Mecka?

Mecka is privately held; ownership sits with its founders and private investors.

Is Mecka a top robotics company?

On DEPLOY's intelligence score, which blends verified deployments, funding, hiring, media, safety, and IP signals, Mecka ranks in roughly the top 98% of companies tracked by the registry.

Is Mecka safe?

Mecka has no incidents on record in the DEPLOY registry. This does not constitute a safety guarantee; it reflects the incidents DEPLOY has tracked and verified to date.

Methodology: Verified · 3 sources (1 primary) · last reviewed 2026-09-29

Verification posture

Verified

High confidence

Review state

Stable

Last reviewed 2026-09-29

Sources by quality tier

2: unclassified; Unclassified source
1: primary-company-ir; Company IR disclosure

The framework is documented at /methodology. Corrections at /corrections. Reviewer: DEPLOY editorial team.

No press coverage on file for Mecka yet. Coverage appears here automatically as articles are ingested from our press sources.

Machine-readable surfaces

Markdown mirror: /companies/mecka.md
RSS feed: /companies/mecka/feed.xml
JSON-LD: embedded in this page’s head
REST API: /v1/companies/c96ffcfc-5848-4205-b175-ad0168600e77
Revision history: /companies/mecka/history
Data documentation: /data
Query this programmatically: Deploy MCP

Reality vs attention

Not enough verified signal yet to place Mecka against peers. Reality and attention percentiles publish once the underlying record clears its data floor.

6-month trend

Peer rankingTop 98% of category

vs funding peers-36.7 ptsbelow funding-adj. expected

Analysis

Limited public visibility and press coverage relative to peers.

Dimension breakdown

Verified signal

Insufficient data

Insufficient data

Insufficient data

Insufficient data

Insufficient data

Attention (reach, not merit)

Market Presence →

0.0LOW

DEPLOY Intelligence scores are computed from verified registry data: confirmed deployments, disclosed funding rounds, regulatory filings, active job listings, video viewership, and press coverage. Confidence ratings reflect data availability. Scores update nightly.

DEPLOY Indices — verified vs claimed

Claim Integrity Fleet Reality Operator Repeat All indices

Last computed: Sep 29, 2026

Methodology Intelligence layer