Vendor list · AI tools for FinTech
AI tools for FinTech, scored.
How we score
Four stages, evidence-graded throughout.
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Cohort gate
Public pricing. Integrations doc. Ten or more customers. Self-serve path.
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Weighted rubric
Each dimension scored zero to four. Every cell tagged MEASURED, CITED, or ESTIMATED.
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Total score
Weighted sum out of one hundred. Seven-day right-of-reply window before publishing.
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Ranked and published
Updated when new vendors qualify or when fact-check replies land corrections.
All 21 FinTech vendors have run through the seven-dimension rubric (KYC, fraud, AML, lending, wealth, and embedded-finance categories). The full leaderboard and per-dimension scorecards are in the Scored vendors tab.
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01 TRM Labs TRM Labs Cross-industry 81 /100
Top strength 4/4 data compliance posture, the cohort reference, with FedRAMP High (first blockchain-intelligence firm), SOC 2 Type II, ISO 27001, and ISO 27701; 4/4 vendor strength at a $1B valuation, 150%+ five-year revenue growth, and named users FBI, DOJ, Coinbase, Binance, and Visa.
Top gap Vertical specialization holds at 3/4 because scope is crypto-compliance only, delivering zero value to a buyer without digital-asset exposure; no ISO 42001 or public model card.
Best for Crypto exchanges and VASPs, digital-asset-adjacent banks, and US federal agencies needing FedRAMP High blockchain intelligence with explainable, court-defensible attribution.
02 Unit21 Unit21 Cross-industry 79 /100
Top strength 4/4 workflow integration, the cohort calibration reference, with native connectors across core banking (Fiserv, Jack Henry, Q2), KYC/KYB (Socure, Persona), and crypto (Chainalysis, TRM Labs); also 4/4 on vertical specialization and vendor strength with $92M raised and 200+...
Top gap Scalability scores lowest at 2/4 (the locked raw=2 reference): fully custom pricing with no published per-transaction formula, so a growing fintech must renegotiate at each milestone.
Best for A $50M to $5B revenue fintech or regulated FI with a BSA/AML obligation and a compliance team but no data-science staff, needing core-banking, KYC, and crypto integration in one no-code tool.
03 Socure Socure Cross-industry 78 /100
Top strength Highest-scoring vendor at 77.5/100, with 4/4 on vertical specialization, scalability, and vendor strength: 18 of top 20 US banks, 13 of 15 top credit-card issuers, Login.gov, FedRAMP Moderate, $646M raised at a $4.5B valuation, and published self-serve Launch pricing.
Top gap AI capability depth and data compliance hold at 3/4: no public model card or ISO 42001, and the /trust, /security, and /integrations URLs returned 404 so certs live only in the privacy policy text.
Best for US-regulated financial services, federal and state public sector, and large marketplaces with high-volume KYC, from pilot through optimization at any size with regulated-buyer pressure.
04 ComplyAdvantage ComplyAdvantage Cross-industry 74 /100
Top strength Scores 4/4 on both vertical specialization and vendor strength: exclusively financial crime with Chartis Category Leader status for KYC and TM, 49 risk sub-categories, 3,000+ enterprises across 75 countries, and Tier-1 investors a16z, Balderton, and Index.
Top gap Workflow integration scores 2/4: API, batch, and SFTP plus a Jumio partnership but no named core-banking connectors.
Best for Mid-market to enterprise fintechs and banks needing AI-native transaction monitoring and screening with rapid onboarding and quantified alert-reduction outcomes.
05 Chainalysis Chainalysis Cross-industry 69 /100
Top strength Scores 4/4 on both vertical specialization and vendor strength: built for crypto compliance with documented MiCA, FinCEN BSA/AML, FATF, and OFAC rules-mapping, 9 of the top 10 global exchanges, BNY Mellon, 45+ regulators, and $538M raised.
Top gap AI capability scores 2/4: three production AI layers but no model card, NIST AI RMF, ISO 42001, or SR 11-7 alignment, and the ISO 27001 trust center was not retrievable.
Best for Crypto exchanges, VASPs, and banks with digital-asset exposure needing production transaction monitoring and on-chain investigation tied to regulatory and law-enforcement requests.
06 Napier AI Napier AI Cross-industry 69 /100
Top strength Scores 4/4 on vertical specialization (AML focus for banking, payments, wealth with STR builder) and 4/4 on vendor strength: 150+ financial institutions, ISO 27001:2022 and SOC 2 Type 2 confirmed, Marlin Equity majority growth investment (Feb 2025), Forrester recognition.
Top gap Workflow integration depth scores lowest at 2/4: API-first but no named core-banking connectors, and pricing is quote-only with no public tiers.
Best for Banks and financial institutions seeking AML transaction monitoring and screening with API integration and 21-day implementation timelines.
07 Persona Persona Cross-industry 69 /100
Top strength 4/4 on implementation time-to-value and vendor strength: named the cohort reference for self-serve onboarding (published $250/month Essential tier), $418M raised at a $2B valuation, named customers OpenAI, LinkedIn, Etsy, Twilio, Block, and 2025 Gartner Leader plus Forrester...
Top gap Data and compliance posture cut to 2/4 by the unresolved February 2026 government-dashboard code exposure with no published post-mortem, and no ISO 42001 or public model card.
Best for Fintech KYC/KYB, AI-foundation-model sanctions screening, and large marketplaces needing low-friction identity verification with 200+ country coverage and a self-serve entry point.
08 Quantexa Quantexa Cross-industry 68 /100
Top strength 4/4 on both vertical specialization (banking AML/KYC with FinCEN SAR/CTR integration) and vendor strength: $2.6B valuation after a $175M Series F, 900+ employees, $100M-plus ARR, 2026 Gartner Magic Quadrant Leader, and named customers HSBC, Standard Chartered, and BNYM.
Top gap Data and compliance posture and implementation time-to-value score lowest at 2/4: SOC 2 Type II and ISO details unverifiable from the bundle, and no published week-level deployment timelines.
Best for Large banks and financial institutions seeking contextual entity resolution and AML/KYC decision intelligence at scale alongside existing case-management tooling.
09 Alloy Alloy Cross-industry 66 /100
Top strength Identity-orchestration platform scoring 4/4 on vertical specialization, with 250+ pre-built KYC/KYB/AML data integrations, 700-800+ FI customers, and 8 billion financial events decisioned per month.
Top gap Compliance scores 2/4: the published ISO 27001 certificate scopes the data center, not Alloy's own ISMS, a procurement gate for EU buyers.
Best for Mid-market to enterprise banks, credit unions, sponsor banks, and growth-stage fintechs automating KYC/KYB, fraud, and AML case management.
10 Elliptic Elliptic Cross-industry 65 /100
Top strength Scores 4/4 on vendor strength: $224M raised at a $670M Series D valuation backed by Deutsche Bank and Nasdaq Ventures, with named customers Coinbase, Revolut, BNY Mellon, and Telegram Wallet, plus a SOC 2 Type II, ISO 27001, 22301, 9001, and 14001 stack.
Top gap Workflow integration scores 2/4: deep in the crypto-native stack but no documented core-banking or AML case-management connectors, and ISO 42001 is absent.
Best for Crypto exchanges, VASPs, custodians, and digital-asset-adjacent banks needing blockchain analytics aligned to FATF Travel Rule, MiCA, and FCA requirements.
12 Middesk Middesk Cross-industry 63 /100
Top strength Scores 3/4 on workflow integration (highest weighted dimension at 18.75) with a single-call API and a published partner catalog naming Alloy, Socure, Unit21, and nCino, plus a $57M Series B, 600+ customers, and 150K weekly verifications.
Top gap Data and compliance posture scores 2/4: no ISO 27001 or ISO 42001 mentioned, alongside opaque quote-only pricing.
Best for Fintechs, banks, and lenders needing automated business identity verification, CIP/CDD/EDD, and fraud screening with partner-orchestration flexibility.
13 Behavox Behavox Cross-industry 61 /100
Top strength Scores 3/4 on data and compliance posture with SOC 2 Type II audited by Schellman for a third consecutive year, plus a proprietary LLM 2.0 trained on 50+ regulatory sources and named Tier-1 customers BNY, Mizuho Securities, Evercore, and Lloyds.
Top gap Workflow integration scores 2/4: 150+ communication channels but no named core-banking or KYC connectors, and funding, headcount, and ISO 42001 status are unconfirmed.
Best for Global banks and asset managers needing multilingual communications surveillance with configurable AI risk policies and audit-ready archiving.
15 AlphaSense AlphaSense Cross-industry 60 /100
Top strength Scores 4/4 on vendor strength and named-customer evidence: $4B Series F valuation, $500M ARR with 73% YoY growth, 6,500+ customers, 88% of the S&P 100 and 80% of top global banks, plus a 2026 Gartner Magic Quadrant Leader designation.
Top gap Cohort-fit penalty applied (-5): it serves the capital-markets research overlay, not the core banking, KYC, or AML workflow stack, and workflow integration scores only 2/4.
Best for Investment banks, hedge funds, asset managers, and corporate strategy teams running capital-markets and competitive-intelligence research workflows.
16 Provenir Provenir Cross-industry 60 /100
Top strength Production AI decisioning platform with 120+ customers, 4 billion-plus transactions per year across 60+ countries, sub-200 ms latency, both SOC 2 Type 1 and ISO 27001 confirmed, and a Forrester Strong Performer placement in the 2025 AI Decisioning Platforms report.
Top gap AI capability depth and workflow integration both score lowest at 2/4: no MRM documentation or ISO 42001, no named core-banking connectors, and quote-only pricing.
Best for Mid-to-large financial institutions and fintechs seeking low-code, data-orchestrated credit and fraud decisioning with 120+ external data sources and sub-200 ms latency at scale.
17 DataVisor DataVisor Cross-industry 59 /100
Top strength Scores 3/4 on AI capability with explainable-by-design unsupervised ML, SAR agents, and audit trails, named a Leader in the Forrester Wave Anti-Money-Laundering Solutions Q2 2025, with customers Affirm, Taskrabbit, and NASA FCU at 30B+ events annually.
Top gap Data and compliance posture scores only 2/4: enterprise security claims and GDPR but no SOC 2 Type II or ISO attestations found.
Best for Fintechs, banks, and credit unions needing real-time fraud and AML detection with conversational AI agents and quantified alert-investigation efficiency gains.
18 Skit.ai Skit.ai Cross-industry 59 /100
Top strength 4/4 vertical specialization for debt collections with FDCPA/Reg F/TCPA mapping and named bank/fintech customers; data compliance scores 3/4 on believed SOC 2 Type II plus ISO 27001 claims; 100+ enterprise customers, 53k+ creditors, 200+ headcount, and a $23M Series B from...
Top gap Implementation time-to-value and pricing scalability score lowest at 2/4: 4-6 week vendor-managed pilots with no self-serve, and a performance-based model with no published tiers.
Best for Mid-market and enterprise creditors seeking multichannel voice AI for collections with built-in FDCPA/Reg F compliance.
19 9fin 9fin Cross-industry 58 /100
Top strength Vertical specialization scores 4/4 in debt capital markets: 20+ years of proprietary data, 80% of European HY trading desks, 11 of top 12 European HY law firms, and a $170M Series C at a $1.3B valuation.
Top gap Workflow integration depth scores 1/4 as a standalone research overlay with no core banking, KYC, or AML connectors.
Best for Scale-stage institutional credit teams at investment banks, asset managers, private credit funds, and high-yield law firms.
20 InDebted InDebted Cross-industry 58 /100
Top strength Scores 3/4 on data and compliance posture (SOC 2 Type II, ISO 27001, ISO 9001, PCI claimed), with $130M+ raised, an $80M+ ARR run rate, and named customers Klarna, Affirm, Upstart, Snap Finance, and Trustly.
Top gap AI capability and implementation both score 2/4: production AI with quantified outcomes but no MRM, model-card, or explainability documentation, and no published go-live timeline.
Best for Enterprise lenders, fintechs, telcos, and utilities needing AI-augmented first- and third-party collections with cross-border licensing.
21 Prodigal Prodigal Cross-industry 58 /100
Top strength 4/4 vertical specialization as the deepest consumer-finance collections and loan-servicing fit, trained on 500M+ interactions with regulatory guardrails for Reg F, TCPA, and FDCPA; SOC 2 Type II and PCI DSS confirmed, with named customers FFAM360 (10x QA productivity) and State...
Top gap AI capability depth and data compliance both score 2/4: no model card or SR 11-7 alignment, no ISO 27001 or FedRAMP, and a hard quote-only pricing penalty.
Best for Consumer-finance collections agencies, BNPL or auto-finance servicers, and healthcare-RCM collections operations with high call volume and FDCPA/Reg F/TCPA exposure.
22 Anduin Anduin Cross-industry 55 /100
Top strength Scores 3/4 on vertical specialization for private-markets fund subscription and investor onboarding, with SOC 2 Type II and ISO 27001 claimed, 1,305+ funds, 244B+ in capital raised, and named customers Neuberger Berman and Accolade Partners.
Top gap AI capability is the weakest dimension at 2/4: OCR extraction at 80 to 90 percent accuracy with no MRM documentation or ISO 42001, plus a -5 cohort-fit penalty for being adjacent to the core stack.
Best for Private equity, venture capital, and hedge fund GPs and RIAs digitizing fund subscription, investor data management, and AML/KYC onboarding.
23 Encompass Corporation Encompass Corporation Cross-industry 55 /100
Top strength Scores 3/4 on both data and compliance posture (ISO 27001 and SOC 2 Type II confirmed) and vertical specialization, purpose-built for enterprise-bank KYC/AML with five named Tier-1 banks (BNP Paribas, ING, RBC, NAB, SEB) and a BNP Paribas-led funding round.
Top gap AI capability and workflow integration both score 2/4: GenAI document processing but no ISO 42001 or model cards, and core-banking integration cited only generically with no named connectors.
Best for Tier-1 and large regional banks needing API-driven corporate KYC automation and perpetual-KYC refresh alongside existing CLM investments.
24 Hadrius Hadrius Cross-industry 55 /100
Top strength Scores 3/4 on vertical specialization, built for SEC and FINRA securities firms with documented coverage of Rule 206(4)-7, 17a-4 WORM, the Marketing Rule, and FINRA 3110/3120/3130, plus a Republic case study showing a 60 percent compliance-time reduction.
Top gap AI capability and workflow integration both score 2/4: AI-native but no model card, ISO 42001, or buyer-visible explainability, and no connectors to core banking, KYC, or AML case management.
Best for Small-to-mid SEC-registered advisers and FINRA broker-dealers consolidating communications archiving, marketing review, trade surveillance, and personal-trading oversight.
25 Rogo Rogo Cross-industry 55 /100
Top strength 3/4 AI capability with custom-trained finance LLMs, cited outputs, the Big Finance Bench, and Model Broker routing; SOC 2, ISO 27001, and ISO 42001 claimed with external EU AI Act validation; over $300M raised, 35,000+ users and 250+ institutions including Baird, Nomura, and...
Top gap Workflow integration depth scores lowest at 1/4 (productivity and data layers only, no core-banking or KYC connectors) and a cohort-fit penalty applies for investment-banking focus.
Best for Investment banks and buy-side firms seeking AI-native research, modeling, and diligence automation.
26 FrankieOne FrankieOne Cross-industry 54 /100
Top strength Scores 3/4 on data and compliance posture with SOC 2 Type 2 and ISO 27001:2022 claimed, plus 3/4 vertical specialization for AUSTRAC-regulated AML/CTF and named customer outcomes (Lumi $400K fraud prevented, Binance KYB time halved).
Top gap AI capability is the lowest dimension at 1/4: mentions of AI threats and real-time risk ratings but no production AI architecture, explainability, or MRM documentation.
Best for Australian and Asia-Pacific fintechs and banks needing unified KYC/KYB/AML orchestration with rapid vendor switching across a single API.
11 Sardine Sardine Cross-industry 64 /100
Top strength 4/4 on both vertical specialization (fintech, neobanks, crypto with FFIEC, OCC, and BSA/AML mapping) and vendor strength: 450+ enterprise customers, $1.48T payments screened, $170M raised, G2 4.9/5, and quantified outcomes at bunq and GoDaddy.
Top gap Data and compliance posture is [UNKNOWN] (scored 0) because the trust center is JS-walled with no verifiable SOC 2 Type II or ISO 27001 attestation.
Best for Fintechs, neobanks, and sponsor banks needing unified fraud, KYC, and AML with fast agentic automation and reduced false positives or manual reviews.
27 Heron Data Heron Data Cross-industry 53 /100
Top strength Scores 3/4 on implementation time-to-value (live in days, no engineers required, share CRM keys) and on vertical specialization for SMB and equipment finance, with 150+ customers, 350,000 documents weekly, and 97.56 percent classification accuracy.
Top gap Data and compliance posture scores 2/4: only SOC 2 Type 1 certified (Type 2 in progress) with no ISO certification.
Best for SMB lenders, equipment finance brokers, and MGAs needing document intake automation with CRM synchronization and sub-week implementation.
28 Sift Sift Cross-industry 53 /100
Top strength Network-scale fraud platform processing over 1 trillion events annually across 700+ customers, with SOC 2 Type II (Coalfire-attested), #1 G2 category leadership in Fall 2025, and named outcomes at DoorDash, Yelp, and Poshmark.
Top gap AI capability, workflow integration, implementation, and data compliance all score 2/4: no model cards, no named connectors (integrations page 404s), dated 2017 SOC 2, and quote-only pricing.
Best for Fintech and digital-commerce teams seeking AI-driven fraud prevention with rapid rule iteration and large-scale event processing.
31 Saris AI Agentic AI workflow automation for banks and credit unions Cross-industry 50 /100
Top strength Vertical-specialized agentic automation purpose-built for bank and credit-union lending, QC, risk and compliance workflows with examiner-ready audit trails, backed by a $28.8M Series A led by 8VC.
Top gap No published model-risk-management documentation, no third-party trust portal beyond a self-attested SOC 2 Type II, no individually named customer institutions, and quote-only pricing.
Best for Banks and credit unions automating document-heavy lending, post-close QC, and risk/compliance review across core banking, LOS, and document systems.
30 Juniper Square Juniper Square Cross-industry 50 /100
Top strength Scores 3/4 on vertical specialization for private-markets GPs with cross-jurisdiction AML/KYC and a Luxembourg entity, backed by a $130M Series D at a $1.1B valuation led by Ribbit Capital, with annual SOC 2 Type II.
Top gap Lowest score in this set at 47/100, dragged by a -5 cohort-fit penalty plus data and compliance posture of 2/4 (no ISO 27001 or ISO 42001) and an opaque equity-under-management pricing model.
Best for Private-markets GPs needing connected fund administration, investor reporting, and in-platform AML/KYC with AI augmentation.
32 Hebbia Hebbia Cross-industry 49 /100
Top strength Scores 3/4 on vertical specialization for finance sub-segments (investment banking, private equity, credit, law) with named customers BlackRock, Carlyle, and Oak Hill Advisors, $161M raised at a ~$700M valuation, and citation traceability.
Top gap Largest penalty in this set: a -10 cohort-fit penalty plus workflow integration of just 1/4, because its use case is research and document AI, not core banking, KYC, or AML case management.
Best for Investment research, M&A diligence, credit-agreement analysis, and legal document workflows inside large asset managers and law firms.
29 Kasisto Kasisto Cross-industry 51 /100
Top strength Scores 3/4 on AI capability with a domain-specific banking LLM (KAI-GPT, K-BERT) featuring hallucination detection, confidence scoring, and audit logging, plus pre-built integrations to FIS, Q2, NCR, and Microsoft Agent 365 and named customers J.P. Morgan, Westpac, and Standard...
Top gap Data and compliance posture is scored [UNKNOWN] for zero weighted points: no SOC 2, ISO 27001, or ISO 42001 attestations published.
Best for Banks and credit unions wanting conversational and agentic AI for customer service and operations alongside existing FIS, Q2, or NCR digital banking relationships.
34 Validis Standardized financial-data extraction for lending and audit Cross-industry 46 /100
Top strength Native connectors into the loan-origination stack (nCino, Baker Hill, Abrigo, Moody's Lending Suite) standardize transaction-level GL, AP, and AR data from hundreds of borrower accounting packages, with a TAB Bank deployment reporting hours-to-minutes onboarding.
Top gap The platform is deterministic data plumbing, not AI decisioning: no native credit scoring, anomaly detection, or fraud model. Pricing is quote-only with no published tiers.
Best for Commercial and specialist lenders and audit firms that need standardized GL, AP, and AR data from diverse borrower accounting systems before underwriting or review.
35 Powder Powder Cross-industry 45 /100
Top strength Scores 3/4 on vertical specialization for RIAs and wealth advisors with a documented Koyfin case study (API integrated in about 1 week, document turnaround cut from 72+ hours to about 30 minutes), backed by a $5.5M seed from YC and General Catalyst and a 2024 CB Insights Fintech...
Top gap Workflow integration depth scores lowest at 1/4 with only Koyfin as a named connector, and a hard pricing penalty for pulling previously published tiers behind a demo gate.
Best for Tech-forward RIAs and family offices in the roughly $1B to $20B AUM range wanting fast document-extraction automation and willing to do light downstream integration work.
36 Arch Arch Cross-industry 40 /100
Top strength Scores 3/4 on vendor strength: $77.5M raised including a $52M Series B led by Oak HC/FT, $260B+ in private market assets on platform, 450+ clients including HB Wealth ($30B AUM) and RSM US LLP.
Top gap Cohort-fit penalty applied (-5) and workflow integration scores just 1/4: Arch serves alternatives investment administration, not the core banking, KYC, or AML buyer the cohort is written for.
Best for Family offices, RIAs, private banks, and accounting firms with material alternative-investment portfolios consolidating fund-portal monitoring and K-1 aggregation.
14 Taktile Taktile Cross-industry 61 /100
Top strength 3/4 AI capability as an agentic decision platform with traceable reasoning and pre-wired data providers (Plaid, Socure, Equifax, TransUnion, Experian, Snowflake, Anthropic, OpenAI), $74M raised from Index and Tiger, 7 consecutive G2 Leader quarters, and named outcomes at Finom...
Top gap Implementation time-to-value and data compliance posture are both [UNKNOWN] (scored 0): no SOC 2 or ISO attestations and no verified deployment timelines in the bundle.
Best for Fintechs and banks seeking low-code AI agents for fraud, AML, and credit decisions with rapid iteration and third-party data orchestration.
33 Trovata Trovata Cross-industry 49 /100
Top strength 3/4 on pricing scalability and vendor strength: published $24k/year base tier, native ERP connectors (NetSuite, SAP S/4 Hana, Oracle Fusion) plus bank/SWIFT connectivity, large-scale claims ($67T cash flow managed, 295M+ daily transactions), and 2025 awards including CNBC...
Top gap Data and compliance posture is [UNKNOWN] (scored 0) with no SOC 2 or ISO attestations in the bundle, lowest score and a 31.25/100 total.
Best for Mid-market and enterprise treasury teams seeking API-first cash reporting, forecasting, and payments automation with ERP synchronization.
37 Zeplyn Zeplyn Cross-industry 37 /100
Top strength AI-native meeting assistant for wealth advisors with a Dec-2025 agentic layer (Agent Nexus), SOC 2 Type II confirmed at seed stage, 95%+ claimed note accuracy, a 14-day self-serve trial, and 12+ named RIA customers with attributable testimonials.
Top gap Workflow integration scores lowest at 1/4 (wealth-advisory connectors only, no core-banking/KYC/AML), plus an -8 scale penalty (seed stage) and a hard pricing-regression penalty.
Best for RIAs, broker-dealers, and private-wealth firms, solo through mid-market, evaluating advisor meeting-documentation and client-intelligence tooling.
38 Solytics Partners RegTech platform for model risk management, AML screening, and AI governance Cross-industry 33 /100
Top strength Deep regulator-rule specialization across a productized RegTech suite (NIMBUS Uno for CECL/IFRS9/FRTB/IRRBB/SR 11-7 model risk, SAMS for ML-driven AML screening, MRM Vault for model governance), validated by Chartis RiskTech100 #45 (2026) and a #1 FCC50 2025 enterprise-wide risk...
Top gap Generic open-API integration with no named core-banking/KYC connectors, no formal security certifications (SOC 2 / ISO 27001 / ISO 42001) on the public surface, and no published implementation timelines or named-customer cross-checks.
Best for Banks and financial institutions seeking model risk management workflow automation and AML/financial-crime screening with SR 11-7 documentation support.
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