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RankGlobal mapped

d-fine

Predictive Analytics · AI Ethics & Governance · Automation & WorkflowFrankfurt, Germany

d-fine is based in Frankfurt, Germany and works in Anomaly & Fraud Detection for Wealth Management, with further work in Automation & Workflow and MLOps & Infrastructure.

Average rating
—
Reviews
0
Profile coverage
70%
Evidence percentile
P47

Profile updated · Request a correction

Company & commercials

Primary category
Predictive Analytics
Team size
Not disclosed
Typical budget
Not disclosed
Primary industry
Financial Services & Insurance
Contact provider →Visit website ↗
Overview

What d-fine does best.

About

Predictive Analytics provider for Financial Services & Insurance

d-fine is a European consulting firm delivering future-proof solutions through sustainable technology implementation, leveraging scientific expertise to design bespoke projects with a focus on fairness and collaborative success. Its own website shows its strongest capability in Anomaly & Fraud Detection within Predictive Analytics, alongside Predictive Maintenance and Predictive Analytics. The industry it describes most is Wealth Management.

Service model·Service
Primary AI categoryPredictive Analytics
Benchmarked against 1,394 providers in this category.
Primary industryFinancial Services & Insurance
Technology stack

2 platforms & methods

Bars show how many mapped capabilities use each one.

  • Machine Learning1 capability
  • Quantum ComputingProfile only
RankGlobal provider intelligence

Evidence report

How d-fine compares with peers on evidence, reviews and coverage.

Analyst brief · Published
CategoryPredictive Analytics
Compared with1,394 providers
Signals3 signals
Status● Published
Evidence score
67/100
Moderate evidence47th percentile of 1,394 peers · peer median 70
Profile coverage70
Taxonomy density100
Review signal0
Peer benchmarkHow the profile comparesPredictive Analytics among 1,394 published providers
Average rating0.00 · median 4.89
Independent reviews0 · median 0
Profile completeness70% · median 70%
Taxonomy breadth30 · median 24
This profile Peer median
Signal radarMulti-dimensional evidence
Independent reviewsCoverageBreadth
This profile (percentile) Peer median
Industries5 industries
Financial Services & Insurance44%
Energy & Utilities22%
Environmental & Sustainability Services11%
Legal, Risk & Compliance11%
Healthcare & Life Sciences11%
Share of mapped industries, not share of work or revenue.
Evidence mixMapping grades
87%Direct · 26 mappings
13%Supported · 4 mappings
Grades across 30 mappings. Not a search ranking.
Analyst summary

What the evidence says

d-fine presents as a moderate evidence profile for Predictive Analytics. It ranks in the 47th percentile of 1,394 published providers in Predictive Analytics, and no reviews on the profile yet.

Current positioning: P47 evidence quality · P64 industry breadth
Strongest signalsEvidence-backed strength in Predictive Analytics is the profile's clearest signal in the mapped taxonomy.
Best user fitFinancial Services & Insurance buyers evaluating Predictive Analytics across engagement sizes.
Confirm before engagementConfirm current delivery capacity directly — mapped signals reflect profile evidence, not live availability.
How this report is calculated →
Capabilities

AI capabilities.

AI category · 1 / 12

AI Ethics & Governance

—
DirectSupportedRelatedAdjacentOne of 934 providers in this category
Compare AI Ethics & Governance providers →
Technology used

None of the listed technologies is specific to AI Ethics & Governance.

Mapping source · https://www.d-fine.com/expertise/healthcare — “zur Nachvollziehbarkeit und Qualitätssicherung der Algorithmen, d.h. Explainable AI (xAI) und AI Quality Frameworks, werden bereits in der Konzeption ber”

Featured 12 of 21 capabilities, ranked by mapping grade then confidence.

Industry experience · 5 industries · 9 subindustries

Industries served.

4 Core1 Adjacent · discovery only
  • Wealth ManagementDirect · Primary
    95%

    https://www.d-fine.com/ — “e Expertise reicht vom Kapitalmarkt- und Firmenkundengeschäft bis zum Private Banking. Wir unterstützen dabei entlang der gesamten Wertschöpfungskette. [ Z”

  • 80%

    https://www.d-fine.com/expertise/banking-capital-markets — “Banking & Capital Markets - d-fine Skip Links Content Area Main Navigation Unsere DNA Expertise”

  • 80%

    https://www.d-fine.com/expertise/banking-capital-markets — “Banking & Capital Markets - d-fine Skip Links Content Area Main Navigation Un”

  • InsuranceDirect
    80%

    https://www.d-fine.com/expertise/insurance-asset-management — “Insurance & Asset Management - d-fine Skip Links Content Area Main Navigation U”

Client feedback

What clients say.

No independent reviews found for d-fine yet.

Worked with d-fine? Review them → Every reviewer is verified by RankGlobal.

Methodology

How RankGlobal maps this profile.

RankGlobal maps this profile against a controlled taxonomy. Mapping grades on capability and industry cards describe how the profile is classified. Source strength for ranking decisions follows the hierarchy published on Research — a mapping grade is not a claim of discoverability weight.

  1. T1AuthoritativeTypical evidenceRegulators, registries, certifications, signed client evidence.Scoring useHighest evidentiary weight
  2. T2IndependentTypical evidenceCredible media, industry bodies, partner directories, third-party datasets.Scoring useStrong with attribution and recency
  3. T3Provider-controlledTypical evidenceCompany site, case studies, press releases, structured submissions.Scoring useAccepted as a claim; verification raises weight
  4. T4Discovery-onlyTypical evidenceDirectory listings, aggregations, and early discovery signals.Scoring useUsed for discovery; weighted accordingly in ranking
Direct, Supported, Related and Adjacent appear on mapped cards as classification grades. They do not rank how discoverable a provider should be.RankGlobal trust center →
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Before you reach outKey facts, and three things to confirm once you're in touch.
Primary category
Predictive Analytics
Primary industry
Financial Services & Insurance
Typical budget
Not disclosed
Team size
Not disclosed
  1. 1Name the use caseSay which Predictive Analytics problem you are evaluating, so the research team can route your message accurately.
  2. 2Pressure-test the budget bandNo budget band is on file. Ask what a scope like yours typically lands at.
  3. 3Ask for a referenceRequest a client reference in Financial Services & Insurance — the strongest industry signal on this profile.
Still comparing? Re-read the mapping evidence or go back to all providers.

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Rankings

Where d-fine ranks

  1. #7Best Predictive Maintenance Firms in GermanyGermany
Badges for d-fine's website (1)

A firm in the top 10 of a ranking can show it on its own site. Badges are earned, never sold, and always show the current place. How badges work.

d-fine: #7 in Best Predictive Maintenance Firms in Germany on RankGlobal