Perly Consulting │ Beck Eco

The State of Play

A living index of AI adoption across industries — where established practice meets the bleeding edge
UPDATED DAILY

The AI landscape doesn't move in one direction — it lurches. Some techniques leap from experiment to table stakes in a single quarter; others stall against regulatory walls, technical ceilings, or organisational inertia that no amount of hype can dislodge. Knowing which is which is the hard part. The State of Play cuts through the noise with a rigorously maintained index of AI techniques across every major business domain — classified by maturity, evidenced by real-world adoption, and updated daily so you always know where you stand relative to the field. Stop guessing. Start knowing.

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AI Maturity by Domain

Each dot marks the weighted maturity of practices within a domain — hover for a brief summary, click for more detail

DOMAIN
BLEEDING EDGEESTABLISHED

Regulatory filing & reporting automation

LEADING EDGE

TRAJECTORY

Stalled

AI that automates the preparation and formatting of regulatory filings and compliance reports. Includes form population and submission preparation; distinct from financial reporting which targets investor rather than regulatory audiences.

OVERVIEW

Regulatory filing automation has matured into a leading-edge practice with proven capabilities and widening deployment, yet governance maturity remains the binding constraint. Sophisticated deployers — large financial institutions, MedTech companies with global portfolios, cloud-native asset managers — demonstrate substantial efficiency gains (50–80% reduction in filing effort, 60–98% improvement in first-cycle acceptance rates). The technology works. What limits broader adoption is not tooling immaturity but organisational readiness: data quality, governance frameworks, regulatory compliance of the automation itself, and staff capacity to manage agentic systems with 70–85% success rates without strict controls.

This is the defining tension of leading-edge: the practice is production-ready and actively advancing (agentic AI now automating complex regulatory narratives, cloud platforms enabling straight-through reporting, regulators actively designing integration-friendly schemas), yet 80% of organisations still rely primarily on manual processes. Governance gaps — inadequate AI risk review (39% of firms), uncontrolled automation leading to FDA enforcement (April 2026), and fragmented state AI regulation (Colorado AI Act June 2026) — are the real barriers.

CURRENT LANDSCAPE

The vendor ecosystem is consolidating around agentic AI platforms. Regnology completed acquisitions of Moody's Regulatory Reporting & ALM (May 5, 2026) and Wolters Kluwer's Finance, Risk & Regulatory Reporting business (May 25, 2026), spanning 30 countries and 2,000+ employees. Regnology released its Ascend platform (April 29, 2026) with embedded AI agents automating data collection, validation, and workflow execution. Automation Anywhere reports 655K agents deployed globally with KPMG identifying $150M automation opportunities; Thomson Reuters launched agentic AI for tax preparation with AI adoption in accounting firms jumping from 9% to 41%, delivering 70% time reduction and 90% fewer errors. Market sizing: regulatory reporting automation market stands at $3.9B (2025), projected $15.12B by 2035 (14.5% CAGR); AI in Regulatory Affairs $1.60B (2025) expanding to $4.47B (2031) at 18.65% CAGR; AI in RIM $0.95B (2025) to $2.62B (2031) at 18.35% CAGR.

Pharma and MedTech deployments demonstrate production-grade capability. European pharma firms deployed agentic CTD module agents autonomously drafting Clinical Overview, Safety, and Efficacy summaries from clinical study reports with independent validator subagents. Philips Healthcare's Rimsys deployment (July 2022) scaled active product registrations 20×, user adoption doubled in 6 months, now rolling out AI-assisted submissions and regulatory intelligence. Mid-pharma achieved 73% compliance processing time reduction and first-cycle NDA acceptance improved from 73% to 98%. Weave Bio and Parexel demonstrated 60% faster NDA preparation cycles. Agentic AI systems are automating pharmaceutical dossier sections with 60-80% time reduction and 20-40% defect reduction through RAG-based content generation and semantic validation.

Cloud-native and straight-through reporting is standard among large institutions. 80% of Regnology clients now on cloud infrastructure; KfW Bankengruppe and W&W Group (€72B+ assets each) completed migrations. Financial services deployments show 60-70% effort reduction in compliance reporting (Indian banking case study) and 73% processing time improvement in asset management workflows. Asset managers facing Q2 2026 Form PF deadline are transitioning to autonomous filing agents executing submissions end-to-end. Regulatory infrastructure is enabling automation: Japan mandated eCTD 4.0 effective April 2026; SEC/CFTC jointly modernized Form PF schemas to facilitate software integration; India's MCA21 Version 3 introduces straight-through processing for corporate filings. FDA deployed agentic AI 'Elsa' in June 2025; 80% of top pharma companies adopting AI in regulatory affairs.

Yet governance maturity is the binding constraint. Software Improvement Group analysis of 88% of FSI organizations using AI found 57% cite non-compliance with AI regulations as top risk, only 29% have formal oversight of AI-generated code, and 72% of systems score below quality thresholds. Late-April 2026 AscentAI survey: 16% at Advanced automation maturity; 80% still rely primarily on manual processes despite 59% using AI. Only 6% of finance leaders have advanced implementation despite 76% planning investment; 37% cite governance as primary barrier and 39% lack formal AI risk review. Critical failure signal: FDA Warning 320-26-58 (April 2026) against pharmaceutical firm using AI to generate CGMP documentation without Quality Unit review resulted in product adulteration and enforcement. Agentic systems face 70-85% success rates without strict constraints. Colorado's AI Act (June 2026) requires pre-use notices for high-risk AI, extending compliance scope to automation initiatives themselves. CFTC fines exceeding $50M for swap reporting failures underscore enforcement cost of filing errors, but governance challenges — not technical barriers — remain the binding constraint to broader adoption.

TIER HISTORY

ResearchJan-2020 → Jan-2020
Bleeding EdgeJan-2020 → Jan-2023
Leading EdgeJan-2023 → present

EVIDENCE (108)

— FDA Warning 320-26-58 (April 2026) established that AI-generated regulatory documents require qualified human review and documented approval before entering quality systems—critical governance boundary for regulatory filing automation deployment.

— Indian private sector bank automated RBI, SEBI, IRDAI regulatory reporting with AI narrative drafting; 60-70% reduction in compliance team effort with immutable audit trails and 5-day regulatory change deployment.

— Philips Healthcare deployed Rimsys RIM platform in July 2022 managing 250+ country regulatory portfolios; active product registrations scaled 20×, user adoption doubled in 6 months, now rolling out AI-assisted submissions and regulatory intelligence modules.

— Market sizing: AI in regulatory affairs ~$16B (2024) projected $36.33B (2034) at 8.55% CAGR; 80% of top pharma companies adopting AI; LLM-generated clinical summaries match physician-written versions 28× faster. FDA deployed agentic AI 'Elsa' in June 2025.

— SIG analysis of 88% of FSI organizations using AI: 57% cite non-compliance with AI regulations as top risk; only 29% have formal oversight of AI-generated outputs; 72% of AI systems score below quality threshold, critical for regulatory filing governance assessment.

— Detailed technical analysis documents AI automation across pharma registration modules: Module 1 from 5-7 days to 2-4 hours, Module 2 from 15-20 days to 2-3 days; vendors (Veeva, IQVIA, ArisGlobal, Ennov) integrated AI by 2024-2025 with 20-40% defect reduction.

— W&W Group (€72.3B assets, 13k employees) migrated on-premise regulatory reporting to cloud-native automation across comprehensive regulatory scope (own funds, liquidity, Pillar 3, EMIR, MiFIR, SFTR, MMSR). Over 50% of Regnology clients transitioning to cloud with 80% expected by Q2 2026.

— Regnology acquired Wolters Kluwer's Finance, Risk & Regulatory Reporting business, integrating OneSumX for Finance and Risk with advanced automation and AI-driven insights. Consolidation spans 30 countries and 2,000+ employees, signaling market maturity and continued vendor investment.

HISTORY

  • 2020: FSB documents 28 RegTech case studies on regulatory reporting automation; FCA/BoE commission Digital Regulatory Reporting review to standardize machine-executable filing formats. Pharma sector adopts RPA for statistical reports; MiFID II implementation reveals 88% error rates, signaling process maturity gaps.
  • 2021: Pandemic accelerates cloud and automation adoption; EY survey confirms financial firms systematically increasing report production automation. Bank of England identifies data quality deficiencies as compliance risk. Cloud deployment widespread but regulatory uncertainty remains a barrier. RegTech vendor ecosystem expands; academic frameworks for automation emerging.
  • 2022-H1: Regulatory mandates accelerate (EMIR Refit, SFDR, HMRC Making Tax Digital); vendors launch regulatory reporting solutions. Banking/payments survey shows 56% deployed AI/ML for compliance. Cloud migration continues; data quality and governance maturity remain primary adoption barriers.
  • 2022-H2: ISDA's Digital Regulatory Reporting (DRR) moves from initiative to production deployment with BNP Paribas' CFTC filing automation; DRR 1.0 open-source launch demonstrates ecosystem consolidation. Moody's and other vendors offer compliance-as-a-service for multi-jurisdiction filings. Despite vendor maturity and 63% financial services prioritization of automation, 75% of firms report zero automation in compliance processes, indicating adoption remains constrained by data quality and governance challenges.
  • 2023-H1: Vendor tooling consolidates with product-GA releases (Automation Anywhere Document Automation 6 with native AI/NLP). Biopharmaceutical firms adopt digital workflows for regulatory submission acceleration. RegTech industry focus shifts from adoption to operational consistency and efficiency. Data quality and governance barriers persist, concentrating adoption among larger enterprises; most firms remain spreadsheet-dependent despite widespread tooling availability.
  • 2023-H2: Major vendor releases (Wolters Kluwer OneSumX for Basel, Thomson Reuters AI/automation tax suite) signal sustained market confidence, yet Protiviti survey shows 58% increase in SOX hours despite 74% automation initiatives. EY analysis documents persistent reconciliation barriers; BCBS-239 metrics show only 3% of banks fully compliant on accuracy/integrity. Data quality emerges as critical limiter ahead of regulatory deadlines (EMIR REFIT, OECD Pillar Two). Adoption-reality gap widens: tooling available but operational deployment remains constrained by governance and data maturity challenges.
  • 2024-Q1: CFTC Phase 2 swap reporting becomes effective (Jan 29); EMIR Refit approaches go-live (April 29 EU). Market sizing projects $517.6M regulatory reporting software market with 9.9% CAGR, confirming ecosystem maturity. Forrester survey reports 158% ROI from automation, with 84% of finance leaders expecting expanded regulatory oversight. Yet operational barriers persist: data quality, multi-jurisdiction rule divergence, and master data governance remain binding constraints; adoption concentrated among large institutions while smaller firms continue spreadsheet-dependent processes.
  • 2024-Q2: EMIR Refit go-live (April 29 EU) and CFTC Phase 2 deadline implementation continue driving filing automation urgency. REGnosys and specialist vendors report asset manager and financial institution adoption of automated compliance platforms, yet only 22.2% of central banks maintain active regtech strategies. Regulatory reporting costs remain material (£2-4.5B annually for UK banks), incentivizing platform adoption among large institutions but constraining smaller firm participation. Academic research documents vendor ecosystem maturity (12+ platforms reviewed) with sustained emphasis on human-in-the-loop validation and data quality as implementation bottlenecks.
  • 2024-Q3: Vendor releases continue signaling market confidence—Wolters Kluwer ships AI-enhanced OneSumX Reg Manager for insurance carrier compliance automation. Regulatory filing automation consolidates as a leading-edge practice with production-grade platforms deployed across major financial institutions, yet adoption remains constrained by data quality, governance complexity, and cost barriers for smaller firms. Automation now standard among large institutions but spreadsheet-dependent processes persist in smaller compliance functions.
  • 2024-Q4: Osaic broker-dealer case study demonstrates production-scale deployment (186% ROI, 25K hours saved annually, 93% accuracy on 88K automated transactions). Market forecasts confirm 12.3% CAGR through 2030 for regulatory reporting platforms. Yet adoption-reality gap widens: late-2024 surveys show 42% of US bank compliance professionals rely frequently on manual processes; 40% spend 10+ hours weekly remediating data quality issues. Named deployments deliver measurable value for sophisticated adopters, but platform adoption remains concentrated among large institutions while smaller firms grapple with governance, data quality, and cost barriers.
  • 2025-Q1: Global regulatory reporting solutions market reaches $7.58B in 2025, growing at 12.2% CAGR. Practitioner analysis emphasizes AI's expanding role in automating compliance and reporting workflows, with persistent challenges around data volume and manual processes limiting broader deployment. Vendor ecosystem continues maturing with sustained product investment despite implementation barriers.
  • 2025-Q2: Vendor platforms expand sector coverage—Triodos Bank deploys Wolters Kluwer OneSumX for sustainable finance compliance, pharma sector adopts agentic AI reducing submission draft time 55-94%. Machine-readable regulation standards (XBRL, ECB IReF, regulation-as-API) mature as foundational infrastructure. Yet adoption reality diverges: 60% of institutions still manual-process dependent; Thomson Reuters survey finds only 22% have AI strategies. Practice solidifies as leading-edge: platforms production-grade, ecosystem competitive, adoption spreading but constrained by governance maturity and data quality barriers rather than technical immaturity.
  • 2025-Q3: SEC EDGAR Next (effective Sept 15) updates electronic filing infrastructure with new schema and streamlined submission types, advancing machine-readable standards. Investment advisers report 40% AI adoption but 44% lack formal testing/validation; document processing adoption reaches 78% but paper reliance persists at 61%. Vendor roadmaps evolve toward real-time "straight-through reporting" data flows. Yet governance gaps and implementation barriers remain: practitioners document failures in automation projects due to poor governance, incomplete regulatory documentation, and neglected data quality. Practice enters maturity phase where infrastructure and tooling advance faster than operational readiness.
  • 2025-Q4: Thomson Reuters launches Ready to Review (agentic AI for tax preparation) signaling continued vendor innovation in regulatory filing automation. AI adoption in accounting firms surges from 9% (2024) to 41%, with AI-assisted tax prep reducing processing time by 70% and errors by 90%. Market projections show regulatory reporting automation market reaching $3.9B in 2025, growing to $8.6B by 2032 at 12% CAGR, reflecting strong vendor ecosystem and financial sector investment. Vendor ecosystem consolidates with Wolters Kluwer, Intuit, and Thomson Reuters competing for accounting market share. Yet adoption bifurcation persists: large institutions with mature data foundations deploying successfully, while mid-market and smaller firms remain constrained by governance gaps, data quality challenges, and legacy system complexity. Standardized data architectures recognized as foundational but inconsistently implemented.
  • 2026-Jan: Pharma sector demonstrates deployment momentum—Amgen LLM-based Quality Summary tool cuts submission drafting time by 60% (from 2 weeks to under 1 hour), signaling maturity in sector-specific agentic automation. Industry consensus emerges on AI-driven submissions becoming standard practice with eCTD 4.0 accelerating across regions and regulators increasingly expecting traceable, explainable AI outputs rather than black-box automation. Persistent challenge: only 54% of NDAs achieve first-cycle approval despite automation gains, indicating submission quality barriers remain despite tooling advances.
  • 2026-Feb: Vendor momentum accelerates—Automation Anywhere ships AI Document Automation with agentic process reasoning and reports 655K agents deployed globally (KPMG case study identifies $150M in future automation opportunities). Yet adoption-execution gap widens: Savant Labs survey (204 finance/tax leaders) shows 76% plan agentic automation investment but only 6% have advanced implementation, with governance concerns cited by 37% as primary barrier. Regology compliance professional survey (204 respondents) finds 92.6% report roles harder, 80% still reliant on manual processes despite 59.3% using AI, with 38.8% lacking formal AI risk review. Enforcement pressure persists: cross-regional analysis documents CFTC fines exceeding $50M for swap reporting failures and weak governance as recurring compliance issue. Pharma sector adoption lags: only 20% have deployed AI in production workflows with 80% exploring but fewer than 15% ready for eCTD 4.0, constrained by staffing (60%+) and manual validation processes. Asset managers facing Q2 2026 Form PF deadline with manual processes consuming 2+ weeks per filing. Practice tier solidifies as leading-edge with maturing platforms, strong vendor investment, and proven ROI in sophisticated deployments, but governance maturity, data quality, and organizational readiness remain binding constraints to scaling adoption beyond large institutions.
  • 2026-Apr: Production deployment evidence broadens across sectors: a mid-size pharma cut NDA compilation from 6 weeks to 8 days with FDA acceptance rates rising from 73% to 98%, a named healthcare manufacturer eliminated ~77 days of manual submission work, and European fund managers are transitioning to autonomous filing agents executing regulatory submissions end-to-end. Market sizing revised upward to $15.12B by 2035 (14.5% CAGR) from prior $8.6B forecast, reflecting accelerating investment. Regulator-driven automation enablement accelerates: the SEC and CFTC jointly proposed Form PF schema modernisation explicitly designed to facilitate software integration and reduce manual data entry, while India's MCA21 Version 3 introduces straight-through processing for corporate filings — signals that regulators are actively reducing friction for automation adoption. Practitioner analysis quantifies the burden being automated: mid-size banks spend 5,000–10,000 person-hours annually on regulatory reporting; AI agents are projected to cut that 70–80%; healthcare organisations report 80% cost reduction in quality measure calculations. Demand-side pressure intensifies: 79% of accounting firms (87% of large firms) report significant regulatory complexity impact and 74% view automation as essential, yet governance readiness remains the binding constraint — Colorado's AI Act (June 2026) adds compliance requirements to automation initiatives themselves, agentic systems face 70-85% success rates without strict constraints, and only 24% of organisations have AI governance programs in place.
  • 2026-May: Vendor consolidation accelerates market maturation. Regnology completed acquisition of Moody's Regulatory Reporting & ALM (May 5) and Wolters Kluwer's Finance, Risk & Regulatory Reporting business (May 25), spanning 30 countries and 2,000+ employees, with OneSumX integration into the cloud-native Ascend platform. KfW Bankengruppe and W&W Group (€72B+ assets each) completed migrations to cloud-native platforms, with Regnology now reporting 80% of clients on cloud infrastructure. Pharma agentic deployments continue: production-grade regulatory filing agents in European pharma/MedTech firms autonomously draft CTD modules from clinical study reports with independent validator subagents; Weave Bio and Parexel achieved 60% faster NDA preparation. Mid-market evidence strengthens: Meridian Financial Group ($2B AUM) achieved 73% reduction in compliance processing time and 95% reduction in violations with full ROI in under 12 months. Market projections updated: AI in Regulatory Affairs market expanding USD 1.60B (2025) to USD 4.47B (2031) at 18.65% CAGR; AI in Regulatory Information Management market USD 0.95B (2025) to USD 2.62B (2031) at 18.35% CAGR. Critical governance failure also documented: FDA enforcement action (April 2026) against pharmaceutical firm using AI to generate CGMP compliance documentation without Quality Unit review, resulting in product adulteration. This demonstrates material risks of uncontrolled automation and underscores that governance maturity, not tooling maturity, remains the binding constraint to scaling adoption beyond large, sophisticated institutions.
  • 2026-Jun: A critical governance boundary was formalized: FDA Warning Letter 320-26-58 (April 2026) established that AI-generated regulatory documents require qualified human review and documented Quality Unit approval before entering quality systems, setting an enforceable standard for human-in-the-loop requirements in filing automation. Deployment evidence across sectors continues strengthening: Philips Healthcare's Rimsys platform scaled active product registrations 20× with AI-assisted submissions now rolling out across 250+ country portfolios; an Indian private sector bank automated RBI, SEBI, and IRDAI reporting with 60-70% compliance team effort reduction. Market sizing was revised upward—AI in regulatory affairs projected at $36.33B by 2034 (8.55% CAGR), with 80% of top pharma companies now adopting AI in regulatory affairs workflows, confirming broad sector penetration despite persistent governance gaps.

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