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IDC Market Glance: Artificial Intelligence Cost Management, 4Q26

Heather Herbst, Jevin Jensen, Tim Law — Fri, 09 Oct 2026 04:00:00 GMT

The IDC Market Glance is a taxonomy document intended to visually depict a concise current-state view of the artificial intelligence cost management market. It includes vendors involved in four vendor categories, including AI cost planning and budgeting, sourcing, implementation, and operations.

It also includes subcategories of vendors that offer token consumption and model solutions, TCO forecasting, AI cost accounting and P&L governance, budget controls/spending limits/governance enforcement, model portfolio management, model routing and matching, prompt and context optimization, cost-aware agent orchestration, cost observability and telemetry, cost anomaly detection and alerting, cost attribution, value/ROI/outcome analytics, and model version management and benchmarking.

From SaaS Seats to Coworker Outcomes: New Metrics and Pricing Models for Automated Marketing

Gerry Murray, Tiffany McCormick, Roger Beharry Lall, Tapan Patel — Tue, 06 Oct 2026 04:00:00 GMT

Synopsis

This IDC Perspective examines how agentic AI coworkers are displacing seats, sessions, and feature adoption as measures of marketing software value. It introduces a five-metric framework for Coworker Performance, Intent-to-Outcome Rate, Time to Outcome, Human Touches per Outcome, Outcome Quality, and Cost per Completed Outcome, paired with SaaS Activation per Outcome to track underlying application usage. The document surveys how Adobe, Salesforce, HubSpot, Klaviyo, Braze, and ActiveCampaign are pricing agentic AI differently, and sets out the definitions, trust, and margin questions vendors must answer to make outcome-based pricing durable.

"Every vendor claims their agent produces outcomes, but almost none can tell a customer what an outcome is, who verifies it, or what happens when the two sides disagree," says Gerry Murray, research director, Enterprise Marketing Apps and Agents, IDC. "The vendors who win the next pricing cycle will be the ones who can prove completed work, not just consumed tokens, and who can hold their margin when outcome volume swings."

IDC PlanScape: Technology Unit Cost Management

Gerald Johnston — Fri, 02 Oct 2026 04:00:00 GMT

This IDC PlanScape examines the shift toward treating technology unit cost management as an ongoing operational discipline.

According to Gerald Johnston, adjunct research advisor for IDC’s IT Executive Programs (IEP), “CIOs and their teams need to go beyond managing budgets and deliver cost-competitive solutions for their business. Doing this requires financial literacy, understanding, and discipline that is often lacking in IT organizations.”

Beyond the Bank Branch: How Embedded Finance Is Redrawing the Boundaries of Retail and Corporate Banking Worldwide

Clay Miller, Dr. Chris Marshall, Maria Adele Di Comite — Wed, 30 Sep 2026 04:00:00 GMT

This IDC Perspective examines how embedded finance is moving financial decisions into the customer journey. At the moment, financial transactions support purchases, payments, and other business workflows, while AI agents begin to influence product recommendations and customer relationships. It assesses the implications for banks, technology providers, and nonfinancial platforms, including margin pressure, borrower selection, real-time payments, open banking, and European regulatory change. It also gives technology leaders actions to protect strategic customer relationships, evaluate the risk and economics of embedded lending, participate beyond bank-owned channels, and plan regulatory work.

"For CIOs and technology leaders in banking, embedded finance turns customer ownership into a strategic business decision. The bank's leaders must define the data, decision capabilities, and financial products it retains as customer engagement shifts beyond bank-owned channels," said Clay Miller, adjunct research advisor, IT Executive Programs (IEP), IDC.

"Embedded finance can expand distribution while also creating a harder trade for banks: margin pressure, less visibility into the first credit decision, and the risk of becoming a commoditized balance sheet provider. Technology leaders should evaluate embedded lending on its own risk economics rather than assume it behaves like lending the bank originates itself," said Dr. Chris L. Marshall, program vice president, IDC Financial Insights.

"For retail customers, embedded finance works because the financial service arrives at the point of need; for corporate treasurers, value comes from real-time decisions and direct links between corporate systems and banks. The next challenge is to make these experiences work in compliance with evolving regulations, such as Europe moving from PSD2 toward PSD3 and the Payment Services Regulation," said Maria Adele Di Comite, senior research director, IDC Financial Insights.

IDC Survey Spotlight: How Are Life Sciences Commercial Buyers Approaching Build-or-Buy and Pricing for AI?

Nino Giguashvili — Tue, 29 Sep 2026 04:00:00 GMT

This IDC Survey Spotlight examines how life sciences commercial organizations worldwide are approaching AI sourcing strategies, as well as their pricing model preferences for GenAI and agentic AI solutions in 2026.

The analysis is based on data from a sample of commercial participants in IDC’s Investment Strategies and Adoption of AI Agents and GenAI in the Life Sciences Industry. This survey was conducted in June 2026 among 414 pharma, biotech, and CRO organizations across the US, UK, France, and Germany. This sample included respondents with a primary organizational focus on commercial functions, including sales, marketing, market access, and medical affairs.

The Rise of Monetization Operations

Tiffany McCormick — Mon, 28 Sep 2026 04:00:00 GMT

This IDC Market Perspective defines monetization operations (MonOps) as the cross-functional discipline organizations need to design, execute, and optimize monetization strategy and argues that pricing, not finance or engineering, should lead it. IDC’s research finds that most technology suppliers price by committee or through underpowered pricing teams, a gap that finance, engineering, and top-down leadership mandates are filling by default as forecasting pressure and agentic AI cost accountability intensify. This document unpacks MonOps across four pillars — organizational structure, required capabilities, critical processes, and enabling technology stack — and makes the case that visibility into a monetization problem and speed of reaction to cost are not substitutes for the commercial judgment pricing is built to provide.

“Every function in the organization can see when monetization is broken. That does not mean every function is equipped to fix it. Pricing has been under-resourced for exactly the decisions that now matter most, and closing this gap is the work in front of monetization leaders in 2026.” — Tiffany McCormick, senior research director, AI Monetization, Pricing Strategies, and Business Models at IDC

Dreamforce 2026: Salesforce's Agentic Platform for Financial Services

Sam Abadir, Inci Kaya — Tue, 22 Sep 2026 04:00:00 GMT

Dreamforce 2026 didn't sell financial services (FS) a new AI capability. It sold the industry a reason to stop treating adoption as optional while surfacing a marketwide shift that has nothing to do with which vendor a buyer ultimately picks. Salesforce's own number set the tone: Half of Americans now use AI for financial advice, up from 1 in 10 a year ago. Whether or not the figure holds up to scrutiny, the direction is real, and institutions outside that conversation are being written out of it. The event's more durable signal sits underneath the product road map: trust and governance are becoming infrastructure rather than features, pricing is shifting from seats to consumption, the interface layer is consolidating around surfaces enterprises don't own, and the hardest questions — jobs, accountability, and disintermediation — remain unanswered by every vendor in this category, not just this one. This piece separates what's shipped from what's still positioning, and what's specific to Salesforce from what applies to the market regardless of platform.

Adaptive Monetization: The Next Frontier of Commercial Flexibility and Control

Christopher Silberberg, Tiffany McCormick — Thu, 03 Sep 2026 04:00:00 GMT

This IDC Market Note defines adaptive monetization systems, a category of monetization capability built to respond to the cost, output, and value volatility that AI-embedded products introduce. It maps the components of a modern monetization stack — pricing and catalog, usage capture, rating, charging and credit control, and billing — against the demands of real-time, usage-responsive commercial models, and gives suppliers and buyers a framework for judging where adaptive capabilities are needed versus where they add unnecessary complexity.

“When cost, output, and value are all moving at once, you cannot fix monetization by patching one component of price, charge, or bill. You need systems built to adapt across all of them before and during consumption, not after,” said Chris Silberberg, research manager, IDC.

Pivot Table: IDC's Worldwide IT Leasing and Financing Forecast, 2026–2030

Lara Greden — Thu, 13 Aug 2026 04:00:00 GMT

This IDC Pivot Table forecasts the worldwide IT leasing and financing market for 2026–2030. The Pivot Table segments IT leasing and financing revenue by country, region, technology category, and GPU accelerator for servers. It accompanies Market Forecast: Worldwide IT Leasing and Financing Forecast, 2026–2030 (IDC #US54095026, August 2026).

IDC Survey: Telco Buyer View on Agentic AI Pricing, 1H26

Chris Silberberg — Wed, 12 Aug 2026 04:00:00 GMT

This IDC Survey examines telecom operators' attitudes toward agentic AI pricing, procurement, and governance as these capabilities and buyer behaviors continue to mature. The results indicate a market still resolving how to prove agentic AI's value and where confidence in evaluating vendor pricing has not yet been tested against a settled pricing standard for AI agents.