Enigma Technologies vs Perfios (2026)
The decision is whether the evidence about a business should be observed or supplied, and these two answer it in opposite ways in different markets. Enigma watches: revenue is derived from a card transaction panel rather than modeled from employee counts or industry codes, so a lender learns what a business actually earns without the business taking part. Perfios reads what the borrower hands over, bank statements, tax filings and financial statements under consent, and turns it into the underwriting assessment. That difference produces a wide fairness gap. Enigma's fairness case rests on its method: observation replaces proxies that encode structural bias, and the inclusion outcome is stated rather than promised. Perfios runs credit assessment at national scale and publishes no fair lending testing, outcome analysis or adverse action handling at all. The convergence is where it matters most. Neither reaches the business being assessed. Enigma's version is the starker: a company's revenue and transaction patterns are observed and sold to lenders. It is never told, cannot see the figures, and cannot correct an estimate that understates it.
- The businesses you want to lend to are the ones nobody can see. Enigma derives small business revenue from observed card activity rather than modeling it from employee counts or industry codes, so a business is assessed on what it actually earns instead of a proxy for its size, and proxies of that kind encode structural bias in a way direct observation does not. It states this has helped lenders identify hundreds of thousands of healthy businesses that would otherwise have been overlooked or denied credit.
- You want to know what kind of evidence sits behind a number. Enigma states its panel covers more than 40 percent of United States card transactions and draws an explicit line between figures derived from observed transactions and estimates modeled from employee counts or industry codes.
- Your supplier review needs assurance. Enigma documents its security certifications, trust center and privacy terms in detail, where Perfios says little about security certifications.
- You are lending in India and the borrower is in front of you. Perfios reads bank statements, tax filings, profit and loss statements and balance sheets submitted under consent, and is wired into the central bank's account aggregator framework, the national identity authority, the tax network and the small business development bank.
- You want the underwriting produced rather than a data feed enriched. CAM AI is a credit underwriting platform built on the company's own models, stated to cut turnaround by up to 85 percent, with know your customer checks, document tampering detection and collections in the same platform.
- Reach across institution types matters. Perfios serves banks, non bank finance companies, fintechs and insurers, and documents who it serves and its customer results in detail, where Enigma documents its coverage in part.
This comparison is published by AI FinTech Index, an independent research platform that publishes independent ratings of AI vendors for financial services. Enigma Technologies and Perfios are each graded against the same capability taxonomy, from each vendor's own public materials and the regulatory record, under the AI FinTech Index verification standard. No vendor pays for placement, and no vendor has reviewed this page. How this evidence is graded
Plain facts
| Enigma Technologies | Perfios | |
|---|---|---|
| Primary category | Credit Decisioning & Underwriting | Credit Decisioning & Underwriting |
| Founded | Not published | 2008 |
| Headquarters | New York, New York, United States | Bengaluru, Karnataka, India |
| Website | www.enigma.com | perfios.ai |
Side by Side
Select any grade to read the note behind it.
| Axis | E Enigma Technologies |
P Perfios |
|---|---|---|
| AI Centrality | ||
| Autonomy and Oversight Model | ||
| Model Risk Management and Transparency | ||
| Operational and Outcome Evidence | ||
| AI Safety and Data Stewardship | ||
| GLBA and Data Privacy Posture | ||
| Security Certifications and Trust Center | ||
| Regulatory Status and Licensure | ||
| AI Governance and Bias Disclosure | ||
| AI Liability and Recourse | ||
| Model Supply Chain Disclosure | ||
| Core Systems and Integration Depth | ||
| Deployment Model and Data Residency | ||
| Commercial Transparency | ||
| Institution and Segment Coverage |
The short version of each
Enigma Technologies
Enigma supplies identity and financial health data on United States small businesses to banks, lenders, payment processors, issuers and insurers, built on a panel covering more than 40 percent of American card transactions. It derives small business revenue from observed card activity rather than modeling it from employee counts or industry codes, and publishes monthly and annual revenues, growth rates, average transaction size and sub industry classification across tens of millions of businesses. According to the AI FinTech Index, it documents in detail its customer results, its privacy terms, its integrations and its security certifications. Its fairness case rests on a mechanism rather than a claim, since observed revenue replaces proxies that encode structural bias. It says little about pricing, its regulators, accuracy testing, where data sits or what happens when it is wrong.
Source: AI FinTech Index, 2026
Perfios
Perfios supplies the decisioning layer beneath much of Indian lending, serving banks, non bank finance companies, fintechs and insurers across origination, onboarding, underwriting and monitoring. Models read bank statements, tax filings, profit and loss statements and balance sheets to produce income, cash flow and creditworthiness assessments, alongside know your customer checks, document tampering and fraud detection, and collections. According to the AI FinTech Index, it documents in detail its customer results, who it serves, its regulators and its integrations. Its regulatory standing rests on direct integration into the central bank's consent based account aggregator framework, the national identity authority, the tax network and the small business development bank. It publishes nothing on bias and fairness, and says little about pricing, AI safety, accuracy testing, where data sits, security certifications or recourse.
Source: AI FinTech Index, 2026
Common questions
Is Enigma Technologies better than Perfios?
They observe different things in different markets. Enigma supplies identity and financial health data on United States small businesses built on observed card transactions, so a lender learns about a business without the business participating. Perfios reads documents and consented bank data submitted by Indian borrowers and produces the underwriting assessment itself. If you underwrite American small businesses and want revenue you can see rather than infer, Enigma. If you lend in India and want the decision layer, Perfios. Graded by AI FinTech Index against the same capability axes from each vendor's own published materials, verified August 23, 2026. No vendor pays for placement.
Which one is better on fair lending?
Enigma, clearly. Deriving revenue from observed card activity replaces proxies like employee counts and industry codes that encode structural bias, and Enigma states the inclusion outcome rather than merely claiming the intent. Perfios produces income verification, cash flow assessment and creditworthiness scoring feeding underwriting at more than a thousand institutions, and publishes no fair lending testing, no outcome analysis across borrower groups and no adverse action handling. Enigma's own unexamined edge is coverage: businesses that are cash heavy, rural or invoice based barely appear in a card panel, so the hardest to see stay hardest to fund. Graded by AI FinTech Index against the same capability axes from each vendor's own published materials, verified August 23, 2026. No vendor pays for placement.
If I am the business being assessed, can I see or correct any of this?
Perfios gives you some and Enigma gives you none, and the difference is consent. Under the account aggregator framework a Perfios borrower authorizes the data flow and can withdraw it, which is real control over whether the information moves. It stops there: an applicant whose income was misread, or flagged by tampering detection, is not told a machine reached that conclusion. Enigma's position is starker. Your revenue, growth and transaction patterns are observed through a card panel, sold to lenders and issuers, and you are never told, cannot see the figures attributed to you, and have no route to correct an estimate that understates your business. Both say little about liability and recourse. Graded by AI FinTech Index against the same capability axes from each vendor's own published materials, verified August 23, 2026. No vendor pays for placement.
Where does each publish the most, and the least?
Enigma publishes most on its customer results, its privacy terms, its integrations and its security certifications. It says little about pricing, its regulators, accuracy testing, where data sits or what happens when it is wrong. Perfios publishes most on its customer results, who it serves, its regulators and its integrations. It publishes nothing on bias and fairness, and says little about pricing, accuracy testing, where data sits, security certifications or recourse. Graded by AI FinTech Index against the same capability axes from each vendor's own published materials, verified August 23, 2026. No vendor pays for placement.
Related comparisons
Other published head to head assessments involving these vendors or their closest peers. The full set for this category is on the AML, KYC & Financial Crime page.
The two sit far apart on fairness, and the reason matters before either is trusted. Enigma's mechanism improves fairness rather than aspiring to it: observing what a business actually earns removes proxies that encode structural bias, and the inclusion outcome is stated rather than promised. Its counterpart is a coverage inversion nothing addresses.
A business taking little card payment, because it is cash heavy, rural, invoice based or serving communities that transact differently, is invisible to the panel, so the businesses hardest to see remain hardest to fund. No coverage analysis by business type is published. Perfios runs credit assessment at national scale with no fairness disclosure of any kind, and its tampering detection compounds it, since a tampering flag is an accusation against a named applicant.
Where the two converge is that the party being assessed cannot reach either of them. Enigma's exposure is the starker: a small business's revenue, growth and transaction patterns are observed through the card panel and sold to lenders and issuers. It is never told, cannot see the figures attributed to it, and has no route to correct an estimate that understates it and costs it credit. The subject of the assessment is the only party with no relationship to the vendor.
Perfios differs only in part: consent under the aggregator framework is granted and can be withdrawn, which is real control over whether data flows, and it gives no control over what is concluded from it. Both say little about pricing or where data sits, and neither publishes accuracy by business type.