Microsoft eDiscovery Graph API transforms compliance automation

Microsoft's September 2025 eDiscovery Graph API updates mark the most significant expansion of compliance automation capabilities in the platform's history, democratizing API access to E3 customers for the first time while introducing consumption-based pricing at $10 per GB.

Microsoft eDiscovery Graph API transforms compliance automation

By CollabSummit Team | 14 September 2025

Microsoft’s September 2025 eDiscovery Graph API updates mark the most significant expansion of compliance automation capabilities in the platform’s history, democratizing API access to E3 customers for the first time while introducing consumption-based pricing at $10 per GB after 50GB monthly allowance. The updates, launching in public preview September 9, 2025, fundamentally reshape how organizations approach eDiscovery automation, with Classic eDiscovery experiences retiring August 31, 2025, forcing a complete migration to the modernized platform that promises 37% cost savings over traditional solutions across three-year implementations.

Standard API democratizes automation for E3 customers

The introduction of eDiscovery Graph APIs for Standard licenses represents Microsoft’s most significant accessibility expansion, enabling E3 customers to automate workflows previously exclusive to Premium subscribers. The Standard edition, identified as Microsoft 365 Roadmap ID 500869, provides comprehensive case management operations including Create, Get, List, Update, Close, Reopen, and Delete functions, alongside search management capabilities supporting creation, updates, and the critical estimateStatistics operation. Hold management and data source operations complete the core functionality suite, while export operations enable both result extraction and report generation without requiring manual portal interaction.

Microsoft’s consumption-based pricing model mandates enrollment in Purview pay-as-you-go billing, providing 50GB of free monthly export capacity per tenant before triggering the $10 per GB overage charge. This pricing structure applies specifically to export operations through the Graph API, with billing calculated monthly based on actual consumption and managed through Azure Cost Management integration. Organizations must provide explicit consent to switch from existing billing models, with Global Administrator privileges required to enable the feature through the Microsoft Purview portal’s Account details section. The rollout extends across Worldwide Standard Multi-Tenant, GCC, GCC High, and DoD cloud instances, ensuring broad governmental and commercial availability.

Premium APIs gain HTML transcription and advanced indexing

Premium eDiscovery APIs received substantial enhancements focusing on conversation management and content processing capabilities. The new HTML transcription feature fundamentally changes how organizations handle Teams, Viva, and Copilot content, organizing chat messages into continuous HTML transcript files that preserve conversational context. Multiple transcript files may be generated per conversation to maintain readability while Teams and Viva Engage conversations export in HTML format for threaded viewing. Microsoft 365 Copilot interactions across Word, Excel, PowerPoint, and Teams now support full search, preservation, collection, review, and export operations, with prompt and response data fully accessible through the API.

Advanced indexing capabilities transform from manual processes to automatic just-in-time operations that run during searches, statistics generation, review set additions, and exports. The system now processes hundreds of non-Microsoft 365 file types automatically, employing optical character recognition and enhanced content extraction without manual intervention. Organizations benefit from improved processing of partially indexed content, better error remediation, and granular insights through CSV reports distinguishing between indexed and advanced indexed items. The September 2025 updates specifically enhance processing speed for large datasets while providing detailed control over indexing scope, allowing organizations to apply advanced indexing selectively to locations with existing hits or across all data sources.

Microsoft Security Copilot integration introduces natural language query building through KeyQL, eliminating technical expertise requirements for complex search construction. Document summarization capabilities now process items between 100-15,000 words in review sets, generating contextual summaries that accelerate tagging and export decisions. These AI-powered enhancements particularly benefit organizations handling large-scale investigations where manual review becomes prohibitively time-consuming.

Technical API changes reshape endpoint architecture

The v1.0 API endpoints underwent comprehensive updates following the August 2025 completion of Premium API graduation from Beta to production status. The estimateStatistics endpoint now includes advanced indexing capabilities during statistics generation, returning expanded metadata through the enhanced microsoft.graph.security.estimateStatisticsOperation response object. New optional parameters support granular control without breaking existing implementations, ensuring backward compatibility for current integrations.

The exportReport and exportResult endpoints gained additionalOptions parameters supporting htmlTranscripts, advancedIndexing, and allItemsInFolder specifications. Export criteria enhancements include partiallyIndexed support and improved location controls through responsiveLocations and nonresponsiveLocations parameters. Format options expanded to include PST and MSG outputs, replacing the deprecated directory structure that organizations must migrate away from before future deprecation enforcement.

The addToReviewSet operation introduced additionalDataOptions parameters encompassing linkedFiles, allDocumentVersions, and cloudAttachments, directly addressing the challenge of cloud attachment content retrieval. Organizations can now choose between live version collection that retrieves current document states or point-in-time collection preserving documents as they existed when shared. SharePoint document versioning control through the allDocumentVersions parameter enables comprehensive historical version inclusion, though organizations must carefully consider the substantial data volume increases this feature can generate.

Five new statistics parameters enhance search analytics capabilities. includeRefiners provides faceted search results with metadata field breakdowns, while includeQueryStats returns detailed performance metrics for optimization analysis. The includeUnindexedStats parameter proves critical for compliance verification by reporting on partially indexed and unindexed items. advancedIndexing automatically reprocesses partially indexed content during statistics generation, eliminating separate reindexing requirements. The locationsWithoutHits parameter enhances audit trails by reporting searched data sources that returned no results, providing transparency in search coverage documentation.

Modern experience replaces Classic with unified architecture

Microsoft’s retirement of Classic eDiscovery experiences on August 31, 2025, forced organizations into the modernized platform featuring a unified, case-centric architecture. The Modern experience consolidates previously separate tools into a cohesive interface where cases serve as the primary organizing component, replacing tool-specific approaches. Enhanced data source mapping automatically identifies user mailboxes and OneDrive sites while the streamlined workflows significantly reduce navigation complexity.

Performance improvements manifest through optimized search engines delivering faster response times, browser-based exports eliminating .NET eDiscovery Export Tool dependencies, and real-time process tracking with detailed status monitoring. Bulk operations support for data imports and batch processing addresses enterprise-scale requirements while integrated analytics dashboards provide comprehensive reporting without external tools. Terminology updates reflect modern compliance practices, with “Custodians” renamed to “People” and “Non-custodial sources” to “Groups,” aligning with contemporary organizational structures.

Advanced indexing in Modern eDiscovery operates automatically during searches, statistics generation, review set additions, and exports, contrasting sharply with Classic’s manual reindexing requirements. Just-in-time processing ensures current and complete indices while automatic OCR processing extracts text from image-based documents. Smart scoping options allow organizations to apply indexing selectively to locations with existing hits or comprehensively across all locations, optimizing processing resources based on investigation requirements.

Feature parity analysis reveals Modern eDiscovery maintains or enhances most Classic capabilities while deprecating select features. PowerShell export cmdlets retired May 26, 2025, requiring migration to Graph APIs or portal-based exports. The .NET eDiscovery Export Tool permanently retired, replaced by browser-based download mechanisms. New exclusive features include search and export deletion capabilities, tenant-level premium toggles for centralized administration, and Microsoft Security Copilot integration for natural language assistance.

Pay-as-you-go model enables flexible consumption billing

The mandatory pay-as-you-go billing model, implemented January 6, 2025, with additional meters activated September 2025, extends Purview capabilities beyond Microsoft 365 to non-M365 data sources through Azure-based billing. Organizations enable the model through a structured process requiring Global Administrator access, Azure subscription association, and resource group selection for billing aggregation. The consent process ensures organizations understand the billing implications before activation, with settings managed through the Microsoft Purview portal.

Billing mechanisms operate through multiple meters tracking different consumption aspects. The Data Storage Meter charges $20 per GB per month for non-M365 AI data processing and storage, with automatic calculation from solution-related containers. Data Security Processing Units measure compute requirements for user activity processing, exemplified by Insider Risk Management consuming one unit per 10,000 user activities. Data Governance Processing Units track 60-minute compute time blocks for data quality and health management operations. Asset-based meters calculate daily counts of governed assets and protection policy associations, enabling granular cost attribution.

Cost triggers extend beyond the 50GB monthly free tier for E3 eDiscovery exports. Organizations incur charges for processing non-Microsoft 365 data sources, advanced analytics operations exceeding included capacities, and extended retention beyond standard policy limits. Large-scale export operations, review set storage, and advanced indexing of substantial data volumes contribute to consumption charges. Azure Cost Management integration provides comprehensive visibility through customizable dashboards, automated budget alerts, and detailed usage reports, enabling organizations to monitor and control spending effectively.

Licensing tiers create distinct capability boundaries

The E3 versus E5 licensing distinction creates clear capability boundaries affecting organizational eDiscovery strategies. E3 users gain Standard eDiscovery features including case management, search, hold, and export operations, with the September 2025 update adding Graph API access for automation. The 50GB free monthly export capacity provides reasonable allowance for moderate eDiscovery activities, with consumption-based billing enabling scalability without license upgrades. The unified interface benefits extend across both license tiers, providing improved data sources, enhanced condition builders, and better export processes regardless of licensing level.

E5 users access Premium features including custodian management with automated legal hold notifications, machine learning capabilities encompassing predictive coding and email threading, and advanced analytics with near-duplicate detection. Review sets provide sophisticated analysis tools unavailable to E3 users, while unlimited API access removes storage limitations for Graph API usage. Advanced Audit features deliver extended log retention and enhanced analytics capabilities critical for complex investigations. The licensing model permits mixed deployment within single tenants, allowing organizations to assign E5 licenses selectively to users requiring advanced capabilities while maintaining E3 for standard compliance needs.

Cost optimization strategies leverage the licensing flexibility through selective E5 deployment only where advanced features prove essential. Organizations report 30-40% licensing cost reductions through mixed E3/E5 implementations compared to universal E5 deployment. The 50GB monthly free tier for E3 API usage enables substantial automation without triggering overage charges for organizations with moderate eDiscovery volumes. Batch processing and strategic export timing maximize free tier utilization, while careful search condition construction excludes unnecessary data types to minimize processing volumes.

Automation capabilities enable sophisticated workflows

The September 2025 automation expansion enables sophisticated workflow orchestration through multiple integration channels. PowerShell integration via the Microsoft.Graph.Security namespace provides comprehensive cmdlets including New-MgSecurityCaseEdiscoveryCase for case creation, Add-MgSecurityCaseEdiscoveryCaseReviewSetToReviewSet for review set population, and Clear-MgSecurityCaseEdiscoveryCaseSearchData for purge operations. Authentication models support interactive sessions with eDiscovery.ReadWrite.All scope, app-only authentication using service principals, certificate-based authentication for unattended scenarios, and Azure Automation managed identity integration.

Power Platform integration extends automation beyond traditional scripting through Power Automate connectors supporting HTTP calls to Graph APIs and built-in Microsoft Graph security connectors. Logic Apps enable complex workflow orchestration with automated triggers, Azure Automation runbook integration, and schedule-based operations. Custom connector development support allows ISVs to create specialized integrations addressing industry-specific requirements. Parse JSON actions handle API responses efficiently, enabling sophisticated data transformation and routing scenarios.

Partner ecosystem success demonstrates the platform’s integration maturity. Relativity’s RelativityOne integration streamlines review processes while reducing data copying and maintaining Microsoft cloud security. BDO’s Athenagy platform leverages Graph APIs for business intelligence dashboards spanning both Microsoft Purview eDiscovery and RelativityOne. Epiq Global implements end-to-end automated workflows eliminating human error and reducing administrative costs. Lighthouse provides advanced orchestration solutions including custodian data mapping, job failure oversight, and automatic Azure storage container management.

Advanced indexing revolutionizes content processing

The transformation from Classic to Modern eDiscovery fundamentally reimagines content indexing strategies. Classic eDiscovery’s manual reindexing requirements created timing issues where searches might execute against stale indices, requiring separate index updates for newly added content and creating potential gaps in discovery completeness. Modern eDiscovery’s automatic indexing runs seamlessly during all major operations, employing just-in-time processing that ensures index currency and completeness.

September 2025 enhancements improved processing speed for large datasets while expanding file type support to hundreds of non-Microsoft 365 formats. Enhanced error remediation handles processing failures gracefully, providing detailed error reports for investigation. Granular insights through CSV reports distinguish between standard indexed and advanced indexed items, enabling organizations to understand processing coverage comprehensively. OCR capabilities automatically extract text from image-based documents, ensuring scanned materials become searchable without manual intervention.

The practical impact manifests in reduced administrative overhead and improved discovery completeness. Organizations report 40-60% time savings in review processes through AI minimization algorithms working with comprehensively indexed content. Automatic processing eliminates the multi-day delays previously required for manual reindexing cycles. Smart scoping options optimize resource utilization by applying intensive processing only where necessary, balancing thoroughness with efficiency based on investigation requirements.

Statistics parameters provide granular search insights

The five new statistics parameters introduced in September 2025 provide unprecedented visibility into search operations and results. Organizations implementing includeRefiners gain faceted search capabilities revealing result distributions across metadata dimensions, enabling rapid pattern identification and anomaly detection. The parameter proves particularly valuable for understanding data composition before committing to expensive export operations, allowing investigators to refine searches iteratively based on statistical feedback.

includeQueryStats delivers performance metrics essential for optimization efforts, revealing query execution times, resource consumption patterns, and bottleneck identification opportunities. Organizations managing large-scale eDiscovery operations leverage these insights to optimize search strategies, reducing processing costs and improving response times. The negligible performance impact of enabling query statistics makes it a recommended default for all searches, providing valuable diagnostic information without meaningful overhead.

includeUnindexedStats addresses compliance requirements by quantifying partially indexed and unindexed content, ensuring defensible discovery processes that account for all potentially relevant materials. Legal teams particularly value this transparency when demonstrating comprehensive search efforts to opposing counsel or regulatory bodies. The parameter’s low performance impact makes it essential for any investigation where completeness documentation matters.

The advancedIndexing parameter transforms statistics generation from passive reporting to active processing, automatically reindexing partially indexed items during statistics calculation. While moderate processing time increases occur with large datasets, organizations save substantial time by eliminating separate reindexing operations. The just-in-time indexing approach employs OCR and advanced content extraction, ensuring comprehensive coverage without manual intervention.

locationsWithoutHits provides crucial audit trail documentation by reporting searched locations returning no results. This transparency proves valuable when explaining search scope to stakeholders, demonstrating comprehensive coverage even when specific locations yield no relevant materials. The minimal performance impact makes this parameter valuable for any investigation requiring detailed search documentation.

Cloud attachment versioning solves collaboration challenges

Microsoft’s cloud attachment versioning solution addresses the fundamental challenge of modern collaboration where shared links replaced file attachments. The two-method collection approach provides flexibility for different investigation requirements. Live version collection retrieves current document states, suitable for investigations focused on present information states. Point-in-time collection preserves documents as they existed when shared, critical for understanding historical communications and decision-making contexts.

Implementation through the addToReviewSet operation’s additionalDataOptions parameter requires Microsoft 365 E5 or eDiscovery Premium licensing, reflecting the feature’s advanced nature. Integration with Microsoft Purview retention labels enables automatic preservation of shared document versions, ensuring materials remain available throughout investigation timelines. The system handles complex scenarios where single documents might be shared multiple times at different version states, maintaining clear version lineage for each sharing instance.

Document versioning controls extend beyond cloud attachments to encompass comprehensive SharePoint version management. The allDocumentVersions parameter in addToReviewSet operations includes all historical document versions, though organizations must carefully consider data volume implications. Version control features provide automatic preservation when documents are shared as cloud attachments, enhanced audit trails showing version lineage and modification patterns, and integration with retention policies ensuring version availability throughout legal hold periods.

Practical implications reshape how organizations approach modern eDiscovery. Cloud collaboration tools no longer create discovery gaps, with full content accessibility regardless of sharing method. Version-aware collection ensures investigations capture relevant document states, not just current versions. Automated preservation through retention labels reduces manual intervention requirements while maintaining defensibility. The granular control over version collection allows organizations to balance thoroughness with data volume management based on specific investigation requirements.

Backwards compatibility maintains migration flexibility

Microsoft’s approach to backwards compatibility demonstrates commitment to enterprise stability while driving platform modernization. The deprecated microsoft.graph.ediscovery namespace continues functioning while organizations migrate to the microsoft.graph.security namespace, providing critical transition time for complex integrations. The 24-month minimum deprecation notice policy ensures organizations have adequate planning time for major changes, while the additional 24-month support period after deprecation announcement provides extended migration windows.

The compatibility matrix reveals comprehensive feature preservation across namespace migration. Case management, custodian management, and non-custodial source operations maintain functional equivalence between legacy and current implementations. Hold operations gain improved batching capabilities in the new namespace while preserving core functionality. Search operations receive enhanced features without sacrificing existing capabilities. Review set operations continue functioning identically while gaining new options in the modern namespace.

Breaking changes focus primarily on architectural improvements rather than functional limitations. The removal of the applyHoldToSources property from custodian and non-custodial resources streamlines the API surface while the new applyHold method provides individual control with batch application support. The 2-3 week overlap period for critical changes ensures zero-downtime migrations for properly planned transitions. Enhanced error handling in the new namespace improves debugging and troubleshooting capabilities while maintaining familiar operation patterns.

SDK support policies balance innovation with stability through the latest major version plus one previous version support model. Security fixes extend 12 months for previous versions, ensuring critical vulnerabilities receive attention even for organizations slower to upgrade. The feature graduation path from beta to production endpoints provides clear innovation pipelines while maintaining production stability. Organizations can experiment with beta features while maintaining production systems on stable v1.0 endpoints, enabling controlled innovation adoption.

Comprehensive roadmap extends platform capabilities

Microsoft’s eDiscovery roadmap through 2025 and beyond reveals sustained investment in platform advancement. Advanced Review Features launching September 1, 2025, under ID 458766, introduce efficient review through sophisticated minimization algorithms that analyze review sets and identify optimal documents while hiding redundant information. The Advanced Review Set Query Editor, ID 484086, delivers real-time big data analytics with complex filtering, pattern-based text extraction, and visualization tools that transform how legal teams interact with large datasets.

Export and processing enhancements streamline critical workflows with ID 469031’s unified export experience eliminating ClickOnce application requirements while delivering faster download speeds. The Microsoft Graph API enhancement program, ID 495458, graduated Beta APIs to production v1.0 status by June 2025, including crucial Search Export Report and ReviewSet Export capabilities that enterprise automation scenarios require. These improvements collectively reduce export operation time by up to 50% while eliminating common failure points associated with client-side applications.

Strategic direction emphasizes three core pillars shaping future development. Unified search capabilities consolidate discovery across all Microsoft 365 workloads and third-party connected systems. Intelligent legal holds leverage AI to identify and preserve relevant content automatically based on case parameters. Streamlined export operations reduce complexity while improving reliability and performance. The platform’s AI-powered minimization algorithms, integrated Microsoft 365 ecosystem connectivity, and consumption-based pricing models position it for sustained growth in the enterprise compliance market.

Competitive landscape positions Microsoft strategically

Market share analysis reveals Microsoft Purview eDiscovery holding 18.5% mindshare as of August 2025, positioning it as a major player despite slight decline from 23.4% in 2024. Relativity maintains 6.1% mindshare with growth from 5.4%, indicating sustained premium market strength. Google Vault’s 9.7% share decreased from 15.7%, suggesting market consolidation toward comprehensive platforms. The global eDiscovery market’s projected growth from $16.89 billion in 2024 to $25.11 billion by 2029 creates substantial opportunity for all players.

Microsoft’s competitive advantages center on native Microsoft 365 ecosystem integration eliminating data movement and security concerns. E3/E5 licensing inclusion provides significant cost advantages over standalone solutions. The unified compliance platform integrating Insider Risk Management, Data Loss Prevention, and Information Protection creates operational efficiencies. Auto-detection of custodians and data sources reduces setup complexity compared to manual configuration requirements of competing platforms. Advanced AI-powered analytics and predictive coding match or exceed specialized platform capabilities. The 2025 consumption-based pricing transformation enables scalability without large upfront investments.

Relativity’s advantages focus on superior analytics engines and custom API development through the Kepler framework. Mature workflow management capabilities address complex litigation requirements that Microsoft continues developing. Strong performance with massive datasets positions Relativity for the largest matters. Extensive third-party integrations exceed Microsoft’s current ecosystem. Higher user satisfaction ratings of 4.7 versus Microsoft’s 4.4 on Gartner indicate room for improvement in user experience.

Pricing comparison reveals Microsoft’s strategic positioning with E5 licenses at approximately $57 per user per month including eDiscovery alongside numerous other compliance and security features. Relativity’s premium pricing typically ranges from $100,000 to $500,000+ annually for enterprise implementations. Market averages for eDiscovery software range from $0.40 to $10+ per GB per month depending on features, positioning Microsoft’s $10 per GB API pricing competitively for automated scenarios.

Enterprise benefits demonstrate substantial ROI

Real-world implementations demonstrate Microsoft Purview eDiscovery’s enterprise value through quantified benefits and operational improvements. BTG Pactual, Latin America’s largest investment bank, successfully deployed the platform for high-volume document investigations and regulatory compliance. The unified compliance platform reduced tool proliferation while enabling efficient investigation processes from a single interface. Enhanced regulatory compliance posture resulted from comprehensive audit trails and defensible discovery processes. The organization reported substantial cost savings through tool consolidation and reduced training requirements.

Microsoft’s internal legal department deployment proved the platform’s capability handling complex enterprise requirements. The implementation demonstrated measurable cost reduction through eliminated third-party tools and reduced administrative overhead. Risk mitigation improved through comprehensive discovery coverage and automated compliance workflows. The case study validated Premium eDiscovery’s value proposition for sophisticated legal operations managing diverse matter types and data sources.

Partner ecosystem implementations showcase integration flexibility and value multiplication. Relativity’s RelativityOne integration expedites review processes while minimizing data copies and maintaining Microsoft cloud security. Organizations report 40% faster review cycles through combined platform capabilities. BDO’s Athenagy platform delivers patent-pending business intelligence dashboards spanning both Microsoft Purview eDiscovery and RelativityOne. Enhanced data transparency and cost containment result from comprehensive visibility across legal hold, collection, and review processes. Epiq’s end-to-end workflow automation eliminates human error while reducing administrative costs by up to 60% through API-driven orchestration.

Three-year Total Cost of Ownership analysis reveals 37% cost savings comparing Microsoft Purview eDiscovery to traditional point solutions. Software licensing delivers 40% reduction through bundled capabilities versus separate tools. Implementation costs decrease 33% through simplified architecture and existing Microsoft expertise. Management and training requirements drop 33% through unified platform approach. Support costs reduce 33% through consolidated vendor relationships and integrated support channels. Example calculations show $810,000 traditional solution costs versus $510,000 for Microsoft Purview implementation over three years.

ROI drivers extend beyond direct cost savings to include tool elimination savings exceeding $200,000 annually for typical enterprises. Productivity gains through automation and unified workflows generate $180,000+ annual value. Risk reduction through comprehensive discovery and compliance delivers $500,000+ annual value through avoided sanctions and penalties. Reduced training costs result from single platform expertise requirements versus multiple tool certifications. Native Microsoft ecosystem connectivity eliminates integration complexity and maintenance overhead. The combined benefits position Microsoft Purview eDiscovery as a strategic platform investment delivering sustained value through operational efficiency, risk mitigation, and cost optimization.

Conclusion

Microsoft’s September 2025 eDiscovery Graph API updates represent a watershed moment in compliance automation democratization, extending sophisticated capabilities to E3 customers while introducing flexible consumption-based pricing that aligns costs with actual usage. The retirement of Classic eDiscovery and transition to Modern architecture, combined with advanced HTML transcription, automatic indexing, and comprehensive API enhancements, positions organizations for substantial operational improvements and cost savings. With demonstrated enterprise ROI of 37% over three years and growing partner ecosystem integration, Microsoft Purview eDiscovery emerges as a strategic platform choice for organizations seeking to modernize compliance operations while maintaining cost efficiency and operational flexibility in an increasingly complex regulatory landscape.

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