Capital Markets & Research AI
T

Theia Insights

Onthos, formerly Theia Insights, sells AI that classifies companies by what they actually do. Asset managers, index and ETF providers, investment banks, hedge and quant funds and wealth platforms use it in place of static industry codes for research, portfolio construction and risk.

Its tools cover industry classification for public and private companies, thematic factor models, Concept2Universe, which turns an investment thesis into a list of companies, and an infrastructure product that links a firm's own data into the same knowledge layer. Customers reach it through a platform, an API and an MCP connection for AI agents.

Onthos names no customers on its site. Its privacy policy allows customer uploaded data to be used to train its AI unless the customer opts out. Theia Insights Ltd. trades as Onthos and is based in Cambridge, UK.

Last VerifiedOctober 3, 2026
Compare Theia Insights with other vendors
Founded
2022
Headquarters
Cambridge, United Kingdom
Website
www.onthos.com
Categories
capital-markets-ai, wealth-and-advisory
Assessment

Capability Axes

Capability grades

15 of 15 axes rated · 6 graded A or B

AI Capability
AI Centrality
AA on AI CentralityThe artificial intelligence is the product. Remove the models and there is nothing left to sell.
Vendor Published

Natural language processing builds an ontology that describes each company by what it actually does, replacing static industry codes, and the classification, thematic factors and Concept2Universe tool all rest on it.

Autonomy and Oversight Model
CC on Autonomy and Oversight ModelAutonomy is claimed and oversight is asserted without a mechanism, or full automation is presented as the entire disclosure. Human in the loop appears as a phrase rather than a described control.
Vendor Published

Index membership and trading at client firms depend on these classifications, yet whether a material reclassification gets human review before release, or customers hear when exposures shift, isn't described.

Model Risk Management and Transparency
BB on Model Risk Management and TransparencyReal transparency mechanisms are published, such as per alert explainability, confidence scoring or split testing, without the validation package or supervisory mapping behind them.
Vendor Published

Each classification traces back to the company disclosures behind it, but no agreement rate against expert classification or stability analysis is published.

Operational and Outcome Evidence
CC on Operational and Outcome EvidenceUnnamed case studies, customer logos, or claims without numbers. Prestige is not measurement: the caliber of the client list describes the buyer rather than the product, and coverage statistics are not adoption statistics.
Vendor Published

Customers are described only by type, from index providers to hedge funds, with no names or figures, and the named investors say nothing about results.

AI Safety and Data Stewardship
CC on AI Safety and Data StewardshipGeneral assurances that do not answer the question this axis asks, which is whether one customer’s data trains models serving its competitors. Unbounded cross client learning stated with no boundary grades here too.
Vendor Published

Uploaded customer data can be used to train and fine tune Onthos's AI systems unless the customer emails to opt out, which matters most for the infrastructure product that connects a firm's internal data.

Regulatory and Compliance
GLBA and Data Privacy Posture
BB on GLBA and Data Privacy PostureA substantive privacy document that reaches the product itself, short of the subprocessor list or the full data handling detail.
Vendor Published

The September 9, 2026 privacy policy covers the platform, API and MCP access, keeps API and MCP records for up to two years and names the two Theia Insights entities as controllers.

Security Certifications and Trust Center
CC on Security Certifications and Trust CenterA single footer line, or certifications asserted without being enumerated, which is weaker than naming them because it invites an assumption a buyer cannot check.
Vendor Published

The main pages name no certification, attestation or trust center for a supplier that banks and index providers will vet before onboarding.

Regulatory Status and Licensure
CC on Regulatory Status and LicensureThe regulatory position is unstated. Most vendors in this index are technology suppliers and being unlicensed is the correct posture, so this grade records silence about the posture, not a missing license.
Vendor Published

Benchmark inputs are regulated in several markets and index providers are customers, so the classification layer sits inside that framework without Onthos naming any rule it meets.

AI Governance and Bias Disclosure
CC on AI Governance and Bias DisclosureResponsible artificial intelligence committed to in policy language with no evaluation behind it, on a product whose bias surface is modest.
Vendor Published

A company placed in a favored theme draws index inclusion and fund flows, and firms with thin disclosure or non English reporting may be classified less accurately, with no breakdown by size, region or language published.

AI Liability and Recourse
CC on AI Liability and RecourseMechanisms that enable challenge, such as audit trails and source traceability, with nothing standing behind the output and no route for the person affected.
Vendor Published

Firms whose exposures are misrepresented have no stated route to challenge the classification, and Onthos publishes no guarantee for one that proves wrong.

Integration and Deployment
Model Supply Chain Disclosure
BB on Model Supply Chain DisclosureSubstantial partial disclosure, or a chain that is structurally short: an explicit in house build, on premise deployment, per customer instances, or zero retention at the model layer.
Vendor Published

Filings, earnings transcripts and press releases are the named inputs, so a buyer can check outputs against the same documents, but no model provider or host is named.

Core Systems and Integration Depth
BB on Core Systems and Integration DepthNamed systems or a documented public API, with the depth or the production evidence left open.
Vendor Published

Delivery runs through the platform, an API and an MCP connection for AI agents, though no partner platform or data format is listed.

Deployment Model and Data Residency
CC on Deployment Model and Data ResidencyCloud only with nothing stated, which is the category norm.
Vendor Published

Queries and uploads reveal what a firm is researching, and data may be processed outside the user's country, yet no host, region or residency commitment is given.

Commercial
Commercial Transparency
CC on Commercial TransparencyNo price is published and engagement runs through a demo form, which is the norm in this index.
Vendor Published

Classification data licensed at scale and infrastructure built on a firm's own data are very different products, and neither has a published price or billing unit.

Institution and Segment Coverage
BB on Institution and Segment CoverageNamed segments with dedicated material behind part of the coverage.
Vendor Published

Asset managers, index providers and investment banks each have a client page, among five, and both public and private companies are classified.

Head to Head

Compared With

Most editorial comparisons pair two vendors the index assesses as direct competitors for the same buyer. Some pair vendors that are adjacent rather than rival, where the useful question is where one ends and the other begins. Each carries a verdict, the buyer conditions that favor each vendor, and a graded side by side.

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The index publishes no overall score or ranking. See what we assess and the methodology.

Commercial

Pricing

Vendor-published figures are labeled as such. Figures labeled “Estimated” are derived from third-party sources and have not been confirmed by the vendor.

No pricing data has been verified for this vendor. Pricing information will be published here once confirmed through vendor disclosure or third-party estimation.

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AI FinTech Index

The AI FinTech Index is an independent index that tracks changes to AI vendors in financial services. It holds 610 vendors across banking, lending, insurance, wealth, capital markets and financial crime compliance, each graded on the same 15 capability axes from public sources. No vendor pays for inclusion, placement, or rating.

Index Status
Last index update
October 20, 2026
The AI FinTech Index is an editorial reference, not a regulatory body. Vendor data is verified against published sources and public regulatory filings. Figures labeled “Estimated” have not been confirmed by the vendor. See the Methodology page for evaluation standards and limitations.
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