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State of Context Management Report 2026

DataHub commissioned independent research firm TrendCandy to survey 250 IT and data leaders about the state of context management in 2026. The findings reveal a market at an inflection point: high confidence, real infrastructure gaps, and a correction already underway.

What you'll learn:

Why organizations that self-assess at the highest stage of context management maturity still struggle with the fundamentals
How “good enough” context solutions that work in pilots consistently break down at production scale
Why 83% of IT and data leaders now believe agentic AI cannot reach production value without a dedicated context platform
What the surge in context management infrastructure investment reveals about where the market is heading
The three imperatives for data and IT leaders in 2026

Unlocking AI’s Potential Through Context Management

Context engineering was supposed to solve AI’s scalability challenges. Teams are building RAG pipelines, crafting prompt templates, and implementing memory systems—each application starting from scratch. As AI scales organization-wide, these tactical approaches hit fundamental limits: fragmented systems, inconsistent outputs, and no organizational context intelligence.

This keynote explores the essential building blocks of an enterprise context platform and introduces context management as the emerging discipline that changes how organizations approach this challenge.

Key Takeaways:

Understand the fundamental differences between metadata for humans and context for AI agents
Learn why current context engineering approaches create compounding technical debt that kills enterprise AI scaling
Discover the emerging architectural pattern that transforms context from bottleneck to competitive advantage
Explore the transformative possibilities that context management will unlock for enterprise AI

Get Everyone On Board With Compliance Software

Purchasing a solution that transforms the way you work is valuable for everyone in your organization. You just need to help them understand what’s in it for them.

This cheat sheet will help you navigate the buy-in process by giving you key insights on what each stakeholder cares about, how they’ll benefit, and strategies to gain their support.

Get the right people on board and make your compliance software purchase smooth and successful.

Cost Savings and Business Benefits for Office Furniture Manufacturers

Office furniture manufacturers face increasing product complexity, pressure for faster sales cycles, and growing expectations for digital buying experiences. Traditional visualization methods like static photography and external rendering are costly, slow, and difficult to scale.

This business impact study examines how leading contract furniture manufacturers are using 3D product visualization to drive measurable gains across their operations.

What you'll learn:

How manufacturers increased visualization output by 50% without adding headcount
Why bringing rendering in-house saved one organization $400,000 annually
How consolidating fragmented tools into a single platform reduced complexity and vendor costs
Why earlier visualization in the buying journey led to a 65% increase in new design projects and $1 million in BOM value

How Flexsteel Delivers Scalable 3D Customization Across 1,300+ Dealers

Flexsteel needed to bring 3D product visualization to its 1,300+ dealer network without overwhelming internal teams or adding vendor complexity. With one centralized platform, they deployed over 400 configurators, managed entirely by a single non-technical marketing specialist.

This case study breaks down the strategy, rollout, and results behind Flexsteel's scalable approach to 3D product configuration.

What you'll learn:

How one non-technical specialist manages 400+ configurators across every channel
The engagement metrics driving dealer adoption: 2:38 avg. session time, 6.9% BOM download rate
How eliminating vendor sprawl freed up internal resources and simplified operations
The ROI Flexsteel realized through 36,000+ monthly configurator sessions

Cost Savings and Business Benefits for Office Furniture Manufacturers

Office furniture manufacturers face increasing product complexity, pressure for faster sales cycles, and growing expectations for digital buying experiences. Traditional visualization methods like static photography and external rendering are costly, slow, and difficult to scale.

This business impact study examines how leading contract furniture manufacturers are using 3D product visualization to drive measurable gains across their operations.

What you'll learn:

How manufacturers increased visualization output by 50% without adding headcount
Why bringing rendering in-house saved one organization $400,000 annually
How consolidating fragmented tools into a single platform reduced complexity and vendor costs
Why earlier visualization in the buying journey led to a 65% increase in new design projects and $1 million in BOM value

How Flexsteel Delivers Scalable 3D Customization Across 1,300+ Dealers

Flexsteel needed to bring 3D product visualization to its 1,300+ dealer network without overwhelming internal teams or adding vendor complexity. With one centralized platform, they deployed over 400 configurators, managed entirely by a single non-technical marketing specialist.

This case study breaks down the strategy, rollout, and results behind Flexsteel's scalable approach to 3D product configuration.

What you'll learn:

How one non-technical specialist manages 400+ configurators across every channel
The engagement metrics driving dealer adoption: 2:38 avg. session time, 6.9% BOM download rate
How eliminating vendor sprawl freed up internal resources and simplified operations
The ROI Flexsteel realized through 36,000+ monthly configurator sessions

Cost Savings and Business Benefits for Office Furniture Manufacturers

Office furniture manufacturers face increasing product complexity, pressure for faster sales cycles, and growing expectations for digital buying experiences. Traditional visualization methods like static photography and external rendering are costly, slow, and difficult to scale.

This business impact study examines how leading contract furniture manufacturers are using 3D product visualization to drive measurable gains across their operations.

What you'll learn:

How manufacturers increased visualization output by 50% without adding headcount
Why bringing rendering in-house saved one organization $400,000 annually
How consolidating fragmented tools into a single platform reduced complexity and vendor costs
Why earlier visualization in the buying journey led to a 65% increase in new design projects and $1 million in BOM value

The US Buyer’s Guide to 3D Product Renders

Enterprise furniture retailers face a unique challenge: delivering photorealistic product visuals across thousands of configurable SKUs, at the speed and scale modern shoppers expect. Traditional photoshoots and CGI agencies simply can't keep up.

This buyer's guide evaluates the core features that define an enterprise-grade 3D product rendering platform, helping you compare solutions and select the right fit for your business.

What you'll learn:

The 6 must-have features for generating photorealistic renders at enterprise scale
How dynamic lighting, camera controls, and presets maintain brand consistency across channels
Why on-demand and bulk rendering eliminates the need for costly photo studios and third-party agencies
What leading retailers like La-Z-Boy and CITY Furniture look for in a 3D visualization partner

How Flexsteel Delivers Scalable 3D Customization Across 1,300+ Dealers

Flexsteel needed to bring 3D product visualization to its 1,300+ dealer network without overwhelming internal teams or adding vendor complexity. With one centralized platform, they deployed over 400 configurators, managed entirely by a single non-technical marketing specialist.

This case study breaks down the strategy, rollout, and results behind Flexsteel's scalable approach to 3D product configuration.

What you'll learn:

How one non-technical specialist manages 400+ configurators across every channel
The engagement metrics driving dealer adoption: 2:38 avg. session time, 6.9% BOM download rate
How eliminating vendor sprawl freed up internal resources and simplified operations
The ROI Flexsteel realized through 36,000+ monthly configurator sessions

The Pentest Tax: The Hidden Cost Draining Your Security Team

Enterprise security teams are spending more time managing their penetration testing programmes than running them. Scheduling, scoping, chasing stakeholders, tracking findings in spreadsheets, and manually assembling audit evidence — the admin overhead is enormous, and most of it is invisible.

This report from OnSecurity, based on analysis of 14,000+ security engagements across 500+ organisations, quantifies the real cost of running a security testing programme without dedicated tooling — and shows what the shift to a platform-driven model looks like in practice.

What you will learn:

How ~20 days of admin overhead per engagement breaks down across scoping, scheduling and coordination
Why 76% of organisations testing multiple asset types face compounding complexity
The four characteristics of streamlined security operations that cut human effort by 30-50%
A practical checklist for programme structure, remediation tracking, compliance readiness and tooling

Closing the Remediation Gap by at least 30% in Enterprise Security Programmes

Most security programmes produce findings. Far fewer have the infrastructure to make sure those findings actually get fixed. The result is the "report and forget" pattern — tests are conducted, reports are issued, and months later the same vulnerabilities reappear.

This success story from OnSecurity, based on analysis of 14,000+ security engagements across 500+ organisations, examines why remediation stalls, what it costs when findings sit unresolved, and what a closed-loop workflow looks like in practice.

What you will learn:

Why unresolved findings create compounding risk across multi-asset programmes
The operational shift from PDF-based reporting to platform-enabled remediation tracking
How leading teams achieve a 30% average improvement in MTTR and MTTF
What the five-step closed-loop remediation workflow looks like: Discover → Assign → Track → Retest → Close

Get the full success story to see how to operationalise remediation across your security programme.

How Regulated Organisations Are Eliminating Compliance Overhead

Security teams operating under PCI DSS, ISO 27001, SOC 2 or Cyber Essentials Plus know the real challenge is not running penetration tests - it is proving they happened, documenting what was found, and showing remediation within a defined window. Most teams rebuild this evidence from scratch before every audit.

This case study from OnSecurity, based on analysis of 14,000+ security engagements across 500+ organisations, breaks down the compliance patterns that create the most overhead and shows what a continuously audit-ready programme looks like.

What you will learn:

Why evidence fragmentation is the top compliance time drain
Four failure modes that affect regulated organisations most
How platform-enabled testing programmes reduce manual effort by 30-50%
What practical, always-ready compliance looks like across fintech, healthtech and SaaS

Get the full case study to see a better model for compliance-ready security testing.

Cost Savings and Business Benefits for Office Furniture Manufacturers

Office furniture manufacturers face increasing product complexity, pressure for faster sales cycles, and growing expectations for digital buying experiences. Traditional visualization methods like static photography and external rendering are costly, slow, and difficult to scale.

This business impact study examines how leading contract furniture manufacturers are using 3D product visualization to drive measurable gains across their operations.

What you'll learn:

How manufacturers increased visualization output by 50% without adding headcount
Why bringing rendering in-house saved one organization $400,000 annually
How consolidating fragmented tools into a single platform reduced complexity and vendor costs
Why earlier visualization in the buying journey led to a 65% increase in new design projects and $1 million in BOM value

The US Buyer’s Guide to 3D Product Renders

Enterprise furniture retailers face a unique challenge: delivering photorealistic product visuals across thousands of configurable SKUs, at the speed and scale modern shoppers expect. Traditional photoshoots and CGI agencies simply can't keep up.

This buyer's guide evaluates the core features that define an enterprise-grade 3D product rendering platform, helping you compare solutions and select the right fit for your business.

What you'll learn:

The 6 must-have features for generating photorealistic renders at enterprise scale
How dynamic lighting, camera controls, and presets maintain brand consistency across channels
Why on-demand and bulk rendering eliminates the need for costly photo studios and third-party agencies
What leading retailers like La-Z-Boy and CITY Furniture look for in a 3D visualization partner