The Answers General AI Can't Cite
India Market Entry Brings O’Reilly to India
A technology and business learning platform built on more than 45 years of expert-authored publishing, and used by over 5,000 enterprises and 2.8 million learners worldwide, is entering the Indian market through its official India partner arriving at the exact moment India’s own numbers say it’s needed.
India Market Entry (IME) today confirms its role as the official India partner for O’Reilly Media, marking the company’s formal entry into India’s enterprise technology market: its Global Capability Centres, IT services majors, and regulated financial institutions. It is a launch built on a simple, well-evidenced premise: the AI answers Indian engineers already reach for aren’t the ones anyone can actually stand behind.
The gap, in numbers
This isn’t an abstract concern. It’s measurable, and it’s accelerating.
Globally, the World Economic Forum’s Future of Jobs Report 2025 found that 86% of employers expect AI and information-processing technologies to transform their business by 2030, with AI and big data topping the list of fastest-growing skills. Employers aren’t waiting to react 77% say they’re already committed to reskilling employees specifically to work alongside AI.
India’s own numbers show both the scale of that shift and a sharper problem underneath it. The country is now home to 2,117 Global Capability Centres, employing 2.36 million professionals and generating $98.4 billion in annual revenue, up 32% since FY2021, according to the Nasscom-Zinnov GCC Landscape Report 2026. These aren’t back-office cost centres anymore: 96% of GCCs established since FY2021 launched with full product or platform ownership from day one, meaning the people inside them are increasingly the ones making and answering for technical decisions.
The pressure is showing up in what companies are already reporting. Annual reports from India’s largest IT services firms show average learning hours per employee rising sharply in FY26: Tata Consultancy Services up more than 25% to 120 hours, Infosys up 58% to 113 hours, and LTIMindtree up 31% to 312 hours, as firms move past basic GenAI awareness toward building teams that can actually work alongside AI systems.
And yet, by India’s own skills data, that investment isn’t closing the gap it’s meant to close. India Skills Report 2025 found that 71.5% of engineering graduates pass standardised employability tests, but only 17– 45% actually secure a job or internship offer. In AI specifically the fastest-growing and most invested-in category NASSCOM projects India will need roughly one million AI-skilled professionals in 2026, up from 416,000 in 2023, while only 46.1% of today’s AI/ML candidates are considered job-ready.
Regulation has now caught up with the risk this creates. On 13 August 2025, the Reserve Bank of India released its FREE-AI framework, the Framework for Responsible and Ethical Enablement of Artificial Intelligence, produced by an eight-member committee chaired by Prof. Pushpak Bhattacharyya of IIT Bombay. Capacity building is one of the framework’s six strategic pillars, explicitly calling on regulated entities to run structured AI governance and risk training at every level of the organisation, board included. RBI’s own supporting survey found only around one-fifth of banks, NBFCs and fintechs were actively using or developing AI systems at all, with smaller institutions furthest behind on governance readiness. The regulatory scaffolding for accountable AI training in financial services now exists. What’s been missing is a credible way to make that training cited rather than another generic compliance module.
That is the specific gap O’Reilly enters to close.
What's launching
O’Reilly’s position is narrower than most of what’s already in India’s crowded upskilling market, and that’s deliberate. Every answer inside O’Reilly’s AI Answers feature is cited to a named author, drawn exclusively from O’Reilly’s own technical corpus of more than 200 publishing partners, 30,000-plus hours of video, and 5,000-plus role-based courses rather than aggregated from the open web. In O’Reilly’s own January 2026 internal benchmark (self-conducted, not yet independently peer-reviewed worth saying plainly), O’Reilly’s Answers reached 100% grounding and 100% named authorship across 60 technical questions, against a 36– 44% named-authorship range for four leading general AI engines tested the same way.
Behind the Answers layer sits O’Reilly’s live practitioner programme — 120 to 150 live courses a month, taught by the people who actually wrote the books, plus 20 to 25 annual Superstream virtual conferences alongside browser-based labs and sandboxes spanning Python, Kubernetes, Docker, AWS and Azure, and verifiable, level-based skill plans built around dedicated Academies for AI, Security, Management and Data Literacy.
O’Reilly has also built forward-looking infrastructure most competitors haven’t: an MCP server that lets enterprise AI tools query O’Reilly’s corpus directly, with secure, token-based access positioning cited, sourced answers as something that can sit alongside whatever AI tools a team already runs, rather than replacing them.
Why India Market Entry
Unlike a company entering India from zero, O’Reilly already has organic reach here; its books and individual subscriptions have circulated among Indian developers for years. What hasn’t existed until now is a dedicated enterprise motion: local account relationships, GCC and BFSI-specific positioning, and a partner who can carry a 30-day pilot from first conversation to signed enterprise agreement.
That partner is India Market Entry, founded in 2020 and headquartered in Faridabad, with a network spanning tens of thousands of schools, edu-preneurs, and large Indian corporates. For O’Reilly specifically, it’s the corporate and GCC arm of that network that matters, IME owns every pilot, conversation, and eventual agreement with an Indian enterprise.
The launch is segmented by buyer, not run as one generic pitch:
Tier 1 enterprise and digital-native technology firms: engineering and CTO-led conversations, opened on the gap between what general AI tells a senior engineer and what they can actually verify.
Global Capability Centres: positioned as the layer that sits alongside not against whatever the GCC’s global parent already provides, for the 2,117 centres now increasingly setting their own technical agendas.
Regulated BFSI banks, NBFCs, payments: opened through the CISO, mapped directly to RBI’s FREE-AI capacity-building pillar, with cited answers positioned as the only credible AI input in a regulated workflow.
IT services majors: entering through the learning-hours-per-employee metric IT services firms are already publishing in their own annual reports, with O’Reilly’s usage and reporting built to integrate into that existing measurement.
Every conversation opens with a 30-day pilot – 25 to 50 engineers, criteria the customer sets, no cost to start, not a procurement process.
The bigger signal
Set against the numbers above, this launch reads as more than one platform finding its first Indian enterprise accounts. A regulator explicitly mandating AI capacity building, IT services firms already reporting learning hours as a board-level metric, and a national AI-talent shortfall that industry’s own numbers say isn’t closing that combination is precisely the opportunity international technical-learning providers have been watching India for.
What IME and O’Reilly are doing with it lead with a benchmark instead of a marketing claim, say plainly which numbers are self-reported and which are independently verified, and open every account with a pilot instead of a pitch isn’t a one-off. It’s the same approach IME brings to every international education and learning brand it helps enter India.
Closing the gap between what general AI tells your engineers and what they can actually trust starts, in India, with a conversation.
If you lead engineering, technology or learning strategy at an Indian enterprise, GCC, or regulated financial institution or you’re an international technical-learning provider watching India from outside, working out what a considered entry looks like in practice that conversation starts with India Market Entry.
Mail to contact@indiamarketentry.com
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India Market Entry (IME) is a boutique consulting firm specialising in assisting global education stakeholders to navigate India’s vibrant education sector. IME’s core competency is strategic business development.
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