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© 2026 cohaga AG · All Rights Reserved · St. Gallen, Switzerland · Imprint745,629 companies indexed · Last updated: today
DirectoryIT & CommunicationIT Consulting & ServicesZugML Insights AG
ML Insights AG Logo
Verified· 2 sourcesTrust Score
Summary

About the company

ML Insights AG provides advanced analytics solutions and supports companies in identifying, validating and implementing data‑driven business use cases. The firm focuses on industrial operations and offers services such as opportunity assessment, model development and tuning, process mining, predictive maintenance, and integration with on‑premise IT and cloud using an open‑source toolset (e.g., Python, R, scikit‑learn).

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Offering

Products & services

Industry:IT Consulting & ServicesSoftware Development
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ML Insights AG

✓ Offered7
Technology consulting
Technology consulting for AI, Blockchain and Zero-Knowledge; architecture and strategy consulting, technology due diligence, governance and enablement topics, regulatory navigation and board-level technology advisory.
System architecture
System architecture for AI and blockchain contexts; architecture of autonomous agent systems, smart contract architecture, API-first business model design and architecture for secure, programmable infrastructure.
Prototyping and validation
Prototyping and validation with working prototypes, agent-system proof-of-concepts, smart contract development, audit prep, as well as x402- and micropayment-integration pilots.
AI and autonomous systems development
Development of AI and autonomous systems with LLM integration, multi-agent systems, process intelligence, optimization and transition from predictive analytics to prescriptive autonomous action.
Web3 and Zero-Knowledge consulting
Web3 and Zero-Knowledge consulting with smart contracts on Ethereum, Solana and SUI, ZK proofs for identity and compliance, on-chain reputation and tokenization.
Agentic transaction solutions
Agentic transaction solutions with the x402 protocol, ERC-8183 delegated spending, agent commerce infrastructure, identity, memory and reputation for autonomous, transaction-capable systems.
Strategic implementation of API-first business models
Strategic implementation of API-first business models with roadmap development, model architecture, business integration of services and consulting on monetization of granular, composable endpoints.
Trust & reputation

ranQ Trust Score of ML Insights AG: 4.1 out of 5.0

Trust Score4.1/ 5.0

High

x

Data basis 54% · As of October 2026

Without public customer reviews the score stays capped.

ML Insights AG has no value in the Reputation area of the ranQ Trust Score because no data is available. The area carries 42% of the weighting and drops out of the calculation for this profile; it does not lower the score, only the reported data basis.
x
CriterionValueWeight
  • Review quality: No data point — the criterion is taken out of the weighting and does not lower the score.—24%
  • Review volume: No data point — the criterion is taken out of the weighting and does not lower the score.—10%
  • Review recency: No data point — the criterion is taken out of the weighting and does not lower the score.—8%
ML Insights AG scores 81.1 out of 100 points in the Substance area of the ranQ Trust Score. This area carries 28% of the weighting.
x
CriterionValueWeight
  • Establishment: Years since founding or brand launch, logarithmic. The maximum is reached at 15 years.89.612%
  • Company size: The headcount band, researched by ranQ or stated by the company. It is scored in steps rather than by head count, because the data only provides bands.55.07%
ML Insights AG scores 83.3 out of 100 points in the Identity area of the ranQ Trust Score. This area carries 22% of the weighting.
x
CriterionValueWeight
  • Verification: Official register entry (commercial register with UID or professional-body record, 55 points), confirmed domain (20 points) and confirmed ranQ profile (up to 25 points, depending on completeness).83.322%
ML Insights AG scores 20.0 out of 100 points in the Visibility area of the ranQ Trust Score. This area carries 8% of the weighting.
x
CriterionValueWeight
  • Website authority: Ahrefs' Domain Rating measures, on a scale of 0 to 100, how strongly a website is linked from other websites. For Swiss SMEs the range up to 40 is typical; the maximum is reached at 35.20.04%
  • Media authority: No data point — the criterion is taken out of the weighting and does not lower the score.—4%
Qualifications+0.00

ML Insights AG reaches a ranQ Trust Score of 4.1 out of 5.0 — rated «High». No public customer reviews are available for this provider; the rating is based on the remaining criteria. The data basis is 54%, so the score is backed by part of the criteria. As of October 2026.

The Trust Score cannot be bought and is calculated from publicly verifiable data.

Knowledge

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Location

Kolinplatz 9
6300 Zug

At a glance

Legal form
Corporation
UID
CHE-285.067.692
Founded
2015 · 11 years
Last commercial register change
January 9, 2018
Employees
1 to 10
Legal form: Graded by liability and disclosure. The weight is kept small: a sole proprietorship is not a dubious company, it is just liable differently.
100.0
6%
  • Branch offices: Branch offices linked in the commercial register. Having none is normal and costs no points.70.03%
    • Full methodology

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