Boomi

Boomi

Cloud integration platform for enterprise data

Overview

Boomi provides a cloud-based Integration Platform as a Service (iPaaS) that helps businesses connect applications, data, and devices. Its platform lets users design and run integrations, automate workflows, and manage data across systems using features like application and data integration, B2B EDI, master data management, and low-code automation. Boomi stands out with a decade-long leadership in the iPaaS market, a broad set of built-in capabilities, and AI-powered features aimed at smarter data handling and automation. The goal is to help organizations streamline integrations and data flows, improve data quality, and prepare for future needs through scalable, automated processes.

About Boomi

Simplify's Rating
Why Boomi is rated
B-
Rated B on Competitive Edge
Rated B on Growth Potential
Rated C on Differentiation

Industries

Data & Analytics

Enterprise Software

Company Size

1,001-5,000

Company Stage

Debt Financing

Total Funding

$979.9M

Headquarters

Easttown Township, Pennsylvania

Founded

2000

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Simplify's Take

What believers are saying

  • Brickworks cut integration delivery from 80 days to 12 using Boomi in September 2026.
  • Bakers Delight reused integrations to launch Klaviyo in three months and Shopify in four.
  • Programmed unified 18,000 vendors with Boomi Data Hub, proving master-data value in regulated operations.

What critics are saying

  • Boomi's governance pitch depends on customers trusting Lunar.dev-acquired AI Gateway after incidents.
  • Salesforce, SAP, Oracle, and Workday can embed competing integration and AI control layers.
  • If agent governance becomes a platform feature, Boomi's control-point moat collapses by 2027.

What makes Boomi unique

  • Boomi controls integration, APIs, data hub, and AI governance in one platform.
  • September 2026 Agent Control Plane governs third-party agents across cloud, private cloud, and on-premises.
  • 30,000 customers and 800 partners give Boomi deep enterprise distribution and sticky implementations.

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Funding

Total Funding

$979.9M

Above

Industry Average

Funded Over

4 Rounds

Debt funding comparison data is currently unavailable. We're working to provide this information soon!
Debt Funding Comparison
Coming Soon

Benefits

Remote Work Options

Growth & Insights and Company News

Headcount

6 month growth

0%

1 year growth

0%

2 year growth

13%
Medianet
Sep 2nd, 2026
Boomi announces 2026 APAC Customer Innovation Award winners.

Boomi announces 2026 APAC Customer Innovation Award winners. 4 mins read SYDNEY-BUSINESS WIRE- Boomi, the data activation company for AI, announced today the winners of its 2026 Asia Pacific (APAC) Customer Innovation Awards, recognised at its 2026 Boomi World Tour stop in Sydney. This year's winners were chosen for pioneering innovative solutions built on the Boomi Enterprise Platform and for delivering outstanding outcomes across the following categories: Business Impact; Data Activation; AI & Agentic Transformation; and Platform Excellence. Boomi 2026 APAC Customer Innovation Award winners include: * CLP Power Hong Kong - APAC Customer of the Year Award. CLP Power Hong Kong has leveraged enterprise integration capabilities to drive one of Asia Pacific's largest digital transformation programs. By connecting more than 2.9 million smart meters, enterprise applications, and operational technologies, CLP has unlocked real-time data to modernise grid operations, support its ERP transformation, and power one of the world's largest customer-driven demand-side management programs. The initiative has reduced cross-systems integration development time by 70 per cent, enabled predictive peak demand management through the analysis of more than 51 billion smart meter readings annually, and empowered over 1.6 million customers to participate in peak demand reduction through energy-saving programme, strengthening grid resilience and supporting sustainability goals. * Bakers Delight - Business Impact Award. Bakers Delight modernised its digital marketing ecosystem and creating a composable, future-ready architecture that delivers greater business agility. Using Boomi Integration, Data Hub, and API Management, the company rapidly deployed a new customer data and engagement platform in just three months while seamlessly transitioning from legacy systems without disrupting operations. By centralising integrations and master data across customers, products, stores, promotions, and orders, Bakers Delight achieved full reuse of its core integrations across subsequent digital initiatives, enabling faster innovation, lower implementation costs, and rapid responses to changing market conditions, including enterprise-wide pricing updates. * Brickworks - Data Activation Award. Brickworks transformed thousands of unstructured supplier invoices into trusted, analytics-ready data that is driving smarter procurement decisions and improving spend visibility. Using the Boomi Enterprise Platform, the company automated the extraction, validation, and integration of line-item invoice data into Snowflake, creating near-real-time visibility into enterprise spending. Delivered in just three days, the scalable solution has processed more than 135,000 invoices and continues to ingest over 1,000 invoices each week, enabling detailed supplier analysis, stronger data governance, and faster, data-driven procurement decisions. * HEB Construction - AI & Agentic Transformation Award. HEB Construction transformed its tendering process through governed AI agents built on the Boomi Enterprise Platform. Working with Boomi's AI Centre of Excellence, HEB deployed AI agents that convert unstructured employee CVs into trusted, reusable profiles and automatically generate project-specific submissions, significantly reducing manual effort and accelerating bid preparation. Using Boomi Agentstudio, Integration, Data Hub, and Agent Control Tower, HEB established a scalable, governed framework for enterprise AI with built-in observability, cost attribution, and trusted data, creating a foundation for future agentic transformation across the business. * Flinders University - Platform Excellence Award. Flinders University built a trusted, reusable and scalable foundation that supports critical student, staff, research, finance, and operational services across the institution. Using Boomi Enterprise Platform, Data Hub, and API Management, a team of integration specialists have managed 278 active integrations, 26 production APIs, and nearly 28 million process executions annually. The platform has enabled cloud migrations, improved data quality, accelerated course-information updates by 300 per cent, removed legacy technologies, and automated previously manual processes. "The organisations recognised in this year's APAC Customer Innovation Awards demonstrate that lasting transformation begins with trusted data, connected systems, and the confidence to rethink how work gets done," said David Irecki, Chief Technology Officer, Asia Pacific and Japan, at Boomi. "Whether they are unlocking measurable business impact, activating enterprise data, embracing AI and agentic transformation, or building platform capabilities for future growth, each of these organisations is delivering outcomes that extend well beyond technology. We are proud to be part of the journey with these innovators as they set new benchmarks for their industries and demonstrate what's possible through the power of data activation." Additional Resources About Boomi Boomi, the data activation company for AI, powers the agentic enterprise by bringing data to life across the business. The Boomi Enterprise Platform is the active data foundation that delivers essential agentic infrastructure to drive agentic transformation. By unifying agent design and governance, API and MCP management, integration and automation, and data management into a single platform, Boomi enables organizations to harness the power of AI with secure, scalable connectivity. Trusted by over 30,000 customers and supported by a network of 800+ partners, Boomi helps organizations of all sizes achieve agility, efficiency, and innovation at scale. Discover more at boomi.com. (C) 2026 Boomi, LP. Boomi, the 'Boomi' logo, the 'B' logo, and Boomiverse are registered trademarks of Boomi, LP or its subsidiaries or affiliates in the US and other countries. All rights reserved. Other names or marks may be the trademarks of their respective owners. Contact details:

IT Brief
Sep 2nd, 2026
Boomi launches AI agent control plane for enterprises.

Boomi launches AI agent control plane for enterprises. Wed, 2nd Sep 2026 (Today) Boomi has launched an Agent Control Plane for enterprise AI, aimed at companies seeking tighter oversight of AI agents. The system sits between AI agents and core business applications to govern actions, manage access and track model spending. It is designed to work across public cloud, private cloud and on-premises environments. The launch comes as companies move AI agents from pilot projects into live operations, shifting concerns from model outputs to the operational and financial impact of automated actions. Businesses want to know which systems an agent can access, what changes it can make, how much those actions cost and whether decisions can be audited later. Boomi is positioning the product as a control layer for a fragmented market where organisations often use multiple models, tools and software platforms. Its approach is vendor- and model-neutral, allowing customers to govern agents built on Boomi's own platform as well as third-party and open-source frameworks. Boomi highlighted functions including visibility into agent and tool activity, policy enforcement through an AI gateway, token usage limits and human approval for higher-risk actions. The platform can also expose business systems as governed tools for AI agents, using existing identity systems to control access and record usage. This is especially relevant in large organisations, where agents may need to interact with systems such as Salesforce, SAP, Oracle and Workday. Those connections can make AI more useful in areas such as finance, customer service and operations, but they also raise the risk of unauthorised changes, data leakage and compliance failures. Boomi said the product also addresses data sovereignty concerns by allowing customers to run agents, tools and models within private networks or regional boundaries. That setup can help firms keep sensitive intellectual property behind corporate firewalls while managing compute costs. Governance gap Analysts and industry groups have been highlighting the same issues. Gartner has said 40 per cent of enterprises will demote or decommission autonomous AI agents by 2027 because governance gaps often become apparent only after production incidents. The FinOps Foundation reported that 98 per cent of practitioners in its latest survey now manage AI spending, up from 31 per cent two years earlier. Boomi cited a separate study by Forrester Consulting that found 86 per cent of leaders said their organisations had moved beyond AI agent pilots, but only 34 per cent said they trusted the actions those systems take. According to the research, organisations that deployed agents before they were ready reported an average of USD $2.1 million in added cost. Michael Barnes, Chief Analyst, Enterprise IT, Omdia, said the market's focus is now on what agents do inside critical systems rather than what they say in a chat window. "The governance conversation has shifted from model risk to execution risk. Enterprises are no longer primarily worried about what an agent says. They are worried about what it does to a general ledger or a customer record, what that action cost and whether anyone can reconstruct the decision six months later in an audit. Cloud and model providers each govern their own estate, which leaves the average enterprise holding several partial audit trails and no complete one. The organisations getting this right are putting enforcement in the path between the agent and the system of record, rather than alongside it," Barnes said. Broader platform The new control plane is part of a broader update to Boomi's enterprise platform. Customers can convert natural language requests into workflows spanning multiple systems, with both a business view and a technical view to help non-technical and IT teams review a process before it goes live. Boomi is also expanding application programming interfaces and developer tools tied to agent development, data management and platform operations. It pointed to agent trust scoring as one of the newer functions being added around governance and oversight. Boomi said it already serves more than 30,000 customers and processes more than 200 billion messages each quarter. The company added that its platform holds more than 16 security certifications used by regulated industries and regional markets. Steve Lucas, Chairman and Chief Executive Officer of Boomi, linked the product launch to growing scrutiny from finance teams over AI expenditure. "Two years ago, 31 per cent of FinOps practitioners were managing AI spend. This year it is 98 per cent. Finance has arrived in the middle of every AI conversation, and it is asking three questions most architectures cannot answer: which agent spent this, on what, and who approved it. Until an enterprise can answer those questions, AI is an expense nobody can defend, and what cannot be defended does not get funded. That is what Boomi's Agent Control Plane changes: agents visible, actions governed, dollars attributable, running wherever the business requires it to run. Control is not the brake on enterprise AI. It is what makes scale possible," Lucas said.

TechDay
Sep 2nd, 2026
Brickworks cuts integration delivery time from 80 days to 12.

Brickworks cuts integration delivery time from 80 days to 12. Wed, 2nd Sep 2026 (Today) Brickworks has overhauled its data integration architecture with Boomi and Atturra, cutting project delivery times from more than 80 days to 12. The Australian building products manufacturer also gained access to enterprise data that had previously been trapped in disconnected systems and documents. Brickworks, which owns brands including Austral Bricks, Bristile Roofing and Bowral Bricks, had relied on single-use point-to-point connections across its systems. That made it harder to share data across the business and increased the time and cost of building new integrations. The company employs about 1,800 people globally and operates manufacturing plants, design centres and retail outlets across Australia, New Zealand and North America. Its customers include builders, architects, developers, contractors, resellers and homeowners. Integration shift To address those constraints, Brickworks worked with software group Boomi and implementation partner Atturra to create a more reusable integration architecture. The project included linking its product information management system with its content management system. According to the companies, the new approach allowed Brickworks to set up 18 interfaces in 12 days, instead of following a more traditional build that could have taken more than 80 business days. The work also produced documentation intended to make later changes easier to manage. The overhaul supported a marketing integration tied to the migration of product data to a new website. Brickworks said the full set of integrations for that launch was delivered without disruption, despite a tight timetable and late changes. Platform usage rose 700 per cent, while costs increased 50 per cent, according to Brickworks. It said the gains reflected a shift to standard architectural patterns that reduced complexity and improved support. Procurement data The project also exposed procurement information that had not previously been available for analysis. Brickworks said it unlocked more than 40,000 spend records and captured line-level detail by extracting information from mailboxes and routing 135,000 PDF files through Azure Document Understanding. That has given teams a clearer view of spending patterns and supplier activity. Brickworks said the data is now being used for category management analysis and vendor negotiations. Keiren Lawrence, Chief Information Officer at Brickworks, described the change as part of a broader rethink of how the business uses data. "We wanted to essentially move our data onto highways, while also creating reuse and unlocking data that we couldn't previously access. This moved integration from a one-off background capability to a core strategic enabler for the team to really drive business outcomes from core technology," Lawrence said. Atturra said the work formed part of a longer-term transformation programme with the manufacturer. It had already been involved in rolling out Boomi across Brickworks' systems before implementing its own Atturra Integration Accelerator alongside Boomi Companion for the latest stage. Peter Savage, Field Chief Technology Officer for Data and Integration at Atturra, said the project met the targets set at the outset. "We've been working with Brickworks on business transformation and unlocking strategic business benefits by transforming and uplifting the application architecture and the integration," Savage said. "In addition to receiving the benefits of not having to move data by hand, Brickworks also unlocked future capabilities that will help it achieve its wider business goals," he said. "When we rolled out the Atturra Integration Accelerator with the Boomi Companion, we basically achieved every one of the goals that we set for ourselves, and it's been a tremendously successful partnership," Savage said. Lawrence said the integration platform had become an important part of Brickworks' technology strategy as usage expanded across the business. "Boomi is a really important part of our strategy, and gives us a controlled, scalable way to connect our systems and activate our data. Since modernising our integration architecture with Boomi, our platform usage has increased by 700 per cent, enabling teams to act faster and provide the correct data when and where it's needed, unlocking insights that just weren't possible before," Lawrence said. Boomi said the Brickworks project showed how manufacturers can use integration work to expose operational data that had previously been hard to reach. "Brickworks has demonstrated that when integration becomes a strategic capability, organisations can unlock the full value of their data," said David Irecki, Chief Technology Officer, APJ at Boomi. "Together with Atturra, we are proud to have helped Brickworks build a scalable, reusable integration foundation that enables faster delivery today while creating the trusted data needed to scale with confidence," he said.

Antara
Sep 2nd, 2026
Bakers Delight modernises digital marketing systems and accelerates deployment times with boomi.

Bakers Delight modernises digital marketing systems and accelerates deployment times with boomi. * September 2, 2026 08:11 GMT+700 Boomi enables Australian-owned bakery franchise to build a reusable integration architecture, connecting and activating customer data across systems Sydney-(ANTARA/Business Wire)- Boomi, the data activation company for AI, today announced Bakers Delight has modernised its digital marketing systems using the Boomi Enterprise Platform, significantly reducing new system rollout times and giving the business the agility to respond faster to changing market conditions. Bakers Delight is an Australian-owned multinational bakery franchise, trading as Bakers Delight in A/NZ and as COBS Bread in Canada and the US. The family-owned business has grown to more than 700 stores across the four countries, employing more than 10,000 people throughout its franchise network. Operating at this scale across multiple regions and brands generates large amounts of customer, pricing, product, and location data across front-of-store, ecommerce, and loyalty systems. To support day-to-day trading and rapid decision-making with shifting market needs, the data needs to flow consistently between systems and platforms. With a major technology renewal approaching in early 2027, Bakers Delight wanted to replace rigid, point-to-point integrations with a composable architecture that could connect new marketing platforms quickly and cost-effectively to support future growth. "We required a foundation that could support rapid, low-cost deployment of new systems - removing the cost and complexity of re-engineering integrations every time we added a new platform," said Keng Ng, Chief Technology Officer at Bakers Delight. "This laid the groundwork for the business to adopt new systems and capabilities quickly, without disrupting what's already in place." Bakers Delight implemented the Boomi Enterprise Platform Data Hub, and API Management capabilities across its customers, products, store locations, promotions, coupons, and orders processes as the business rolled out new platforms. Boomi now orchestrates data integration across the company's digital marketing stack, acting as the backbone that connects new platforms without requiring costly changes to core ERP and POS systems, including Microsoft Dynamics 365 Commerce. When deploying Talon.One for loyalty and promotions, and Shopify for ecommerce, Bakers Delight was able to reuse its existing customer, product, pricing, and location integrations, significantly reducing the time and cost of each implementation. "Because core integrations were built once and reused, every new platform was deployed significantly faster than expected, with Klaviyo live in just three months, Shopify in four and Talon.One in nine, across our global franchise network," said Ng. "Having centralised integration and master data has also proven critical when the business needs to act quickly across multiple systems." In early 2026, as geopolitical events in the Middle East created rapid cost fluctuations, Bakers Delight was able to revise pricing across systems quickly and consistently, a direct result of the centralised architecture now in place. While Bakers Delight has built up its own internal integration and data engineering capabilities, support from Boomi Consulting was key in getting the program off the ground. The blueprinting process quickly demonstrated its value, producing a stable and reliable system. Vendors of the new systems, including Klaviyo and Talon.One, provided their own internal resources to support implementation, while external partners were engaged for Shopify and Microsoft Dynamics 365 Commerce. "What started as a need to modernise quickly and affordably has become a platform that gets stronger with every addition, giving the business the agility to move faster and with more confidence each time," said Ng. This integration capability will remain central to how quickly Bakers Delight brings new systems into the business. As more of the organisation becomes connected, this will enable the capture of richer enterprise data, laying the groundwork for AI and AI agents to function effectively across the business. "Bakers Delight has demonstrated how treating integration as a strategic business capability enables organisations to innovate faster and respond with greater agility," said David Irecki, Chief Technology Officer, APJ at Boomi. "By building a reusable integration foundation, Bakers Delight can bring new digital capabilities to market faster while creating the trusted data foundation needed to support future innovation." Additional Resources * Read about the winners of the 2026 APAC Innovation Awards * Hear from Boomi's global customers * Follow Boomi on X, LinkedIn, Facebook, and YouTube About Boomi Boomi, the data activation company for AI, powers the agentic enterprise by bringing data to life across the business. The Boomi Enterprise Platform is the active data foundation that delivers essential agentic infrastructure to drive agentic transformation. By unifying agent design and governance, API and MCP management, integration and automation, and data management into a single platform, Boomi enables organizations to harness the power of AI with secure, scalable connectivity. Trusted by over 30,000 customers and supported by a network of 800+ partners, Boomi helps organizations of all sizes achieve agility, efficiency, and innovation at scale. Discover more at boomi.com. (C) 2026 Boomi, LP. Boomi, the 'Boomi' logo, the 'B' logo, and Boomiverse are registered trademarks of Boomi, LP or its subsidiaries or affiliates in the US and other countries. All rights reserved. Other names or marks may be the trademarks of their respective owners. Media Contact: Jasmine Ee Global Communications

Shashi
Sep 2nd, 2026
Boomi's new AI Gateway can stop an agent mid-action.

Boomi's new AI Gateway can stop an agent mid-action. Enterprise AI · Agentic Governance AI agents running through Boomi's platform can now be stopped mid-action if something looks wrong, using technology from the Lunar.dev deal it announced four months ago at Boomi World 2026. By Shashi Bellamkonda · September 1, 2026 Companies Past the Testing Phase Companies That Trust Their AI Agents Extra Cost From Deploying Too Soon Boomi announced in Sydney that the AI agents running through its platform now have a watchdog, no matter who built the agent or which model powers it. Companies have spent the past two years connecting AI agents to real business systems, letting them update customer records, approve refunds, and move money between accounts. Most of those agents ran with no one checking what they did once they started acting. Boomi's new AI Gateway sits between every agent and the systems it touches, and it can stop an agent mid-action if that action looks wrong. The AI Gateway comes from Lunar.dev, the company Boomi acquired earlier this year, now built into what Boomi calls the Boomi Agent Control Plane. Boomi already tracked which agents customers had built and what those agents were supposed to do, through Agentstudio and Connect. The AI Gateway is the part that watches what those agents do in the moment, and can step in. An agent can now be stopped mid-action. Every AI agent connects to a company's software through the Model Context Protocol, a standard that lets an agent use a business tool the same way a person would click a button in it. Boomi has already built more than 1,000 of these connections through Boomi Connect, tied to a company's existing login system rather than loose API keys anyone could copy. What is new is what happens once an agent tries to act. The AI Gateway can cap how many actions an agent takes, cap how much it spends on AI processing, and hold an action for a person to approve before it goes through. Every one of those events gets logged in real time, as it happens. Most companies still cannot answer a basic question: what an agent did to a customer account last week, and who approved it. Cloud providers and AI model companies each keep their own partial record. Nobody has owned the full picture of an agent's action from start to finish, until this gateway sits in the middle of it. The trust gap is already costing money. Nearly every finance team is now watching AI spending specifically. In the FinOps Foundation's 2026 survey of 1,192 practitioners representing more than $83 billion in annual cloud spend, 98% said they actively manage AI costs, up from 31% two years earlier (FinOps Foundation, 2026). That happened faster than most finance teams were ready for, and it means AI budgets are getting real scrutiny now, not later. Trust is the harder problem to solve. A survey Boomi commissioned found 86% of companies had moved their AI agents past the testing phase into real use. Only 34% said they trust what those agents are doing. Companies that pushed agents into production before building that trust paid for it: an average of $2.1 million in extra cost from mistakes, rework, and cleanup (Forrester Consulting, 2026). Boomi built the AI Gateway to close that specific gap. Clear spending caps and an audit trail are supposed to be the reason a company trusts its agents with more work, faster than a company still guessing what its agents are doing. Bring your own model starts with Anthropic, OpenAI, and Gemini. Boomi's gateway is not tied to one AI provider. Companies can run agents built on models from Anthropic, OpenAI, or Google's Gemini, and route that traffic through the same gateway from launch. Companies can also run smaller, custom-built models directly inside Boomi's own infrastructure, whether that's public cloud, a company's own private cloud, or on-premises. That is a real bet on Boomi's part. Boomi doesn't build AI models, so it has no reason to steer customers toward one. The AI Gateway routes to whichever model a company already uses, and Boomi is betting companies will pay for the control point itself, independent of which model runs behind it. There is a financial reason behind that bet too. Running models inside a company's own private cloud or data center turns a variable, pay-per-use AI bill into a fixed cost a budget team can plan around. That is the case Boomi CEO Steve Lucas has been making publicly since his "Economics Always Wins" essay earlier this year. A company willing to route Anthropic and OpenAI traffic through its own gateway is betting the gateway matters more than any model that passes through it. A compliance officer wants data to stay inside company-controlled infrastructure. A finance leader wants a predictable AI bill instead of a variable one. Running models on a company's own infrastructure answers both, which is why finance now shows up early in Boomi's sales conversations. The enforcement is what a buyer should verify first. Boomi built a long list of features around the AI Gateway. Agent Context grounds an agent's answers in a company's own approved business definitions, so it is not guessing. Boomi Orchestrate lets non-technical staff describe a workflow in plain language and turns it into something agents can carry out. The Agent Trust Scorecard is a free, open-source tool that scores how ready a company's own setup is. Boomi says a person has to approve any high-risk action before an agent takes it, and every action gets recorded in one place, in real time. Whether that holds up under a real incident is the claim to test, not take on faith. A Boomi-commissioned survey found most companies have not tested it yet. CIO/CTO Viability Question Before you connect Anthropic, OpenAI, or Gemini traffic through Boomi's gateway, ask for redacted audit-trail examples from real production incidents, not a demo walkthrough, and check them against your own systems: does the record show which agent acted, what it touched, what it cost, and who approved it. A gateway that touches every model and every agent your company runs is worth trusting only if that record would hold up in your own audit, not just Boomi's. Boomi, LP. "Boomi Delivers the Critical Infrastructure That Brings Control To Enterprise AI." Boomi Newsroom, 1 Sept. 2026, https://boomi.com/resources/resources-library/boomi-infrastructure-enterprise-ai-control/. FinOps Foundation. "State of FinOps Survey: AI Value and Skills Top Priorities as FinOps Matures Across Technology." Linux Foundation, 19 Feb. 2026, https://www.linuxfoundation.org/press/state-of-finops-survey-ai-value-and-skills-top-priorities-as-finops-matures-across-technology-value-98-manage-ai-90-saas-64-licensing-48-data-center-1. Forrester Consulting. "The Agentic AI Readiness Gap." Commissioned by Boomi, July 2026, https://boomi.com/content/ebook/agentic-ai-readiness-gap/. About Shashi Bellamkonda Shashi Bellamkonda is Principal Research Director at Info-Tech Research Group. He serves about 40,000 CIO and technology-leader members. Disclaimer: This blog reflects my personal views only. Content does not represent the views of my employer, Info-Tech Research Group. AI tools may have been used for brevity, structure, or research support. Please independently verify any information before relying on it.

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