GTM Strategy and Market Intelligence

The Market Cannot Buy
What It Does Not
Understand

I help B2B technology companies and founders turn market intelligence into commercial traction through GTM strategy, commercialisation, positioning, and India market entry decisions. Nineteen years. Over a hundred clients. The same problem at the centre of every engagement.

IDC · Panduit · UKIBC · GLG
19
Years in Commercial
Intelligence and GTM
9
Consecutive Years
GLG Expert Council
100+
Clients Advised Across
Fractional and Project Work
Subhajit Kumar
Bangalore, India
GLG Expert Council · Re-empanelled May 2026
India and APAC Market Entry
B2B Technology and SaaS
Senior Remote Engagements Globally
Who I Work With

Two Commercial Situations.
One Underlying Problem.

Most GTM problems are misdiagnosed before they are ever fixed. Companies adjust messaging when the real issue is ICP. They commission more research when the real issue is how the intelligence is being interpreted. They build a GTM motion without understanding how buyers in their target market actually decide.

The work I do sits at the intersection of market intelligence and commercial judgment. Not analysis for its own sake. Not strategy that lives in a deck. The question I am always answering is: what does this intelligence mean for the commercial decision in front of you, and what needs to change first.

The market cannot buy what it does not understand.
B2B Technology and SaaS Founders
Pre-Series A and Series A founders who have built a technically credible product but are not converting pipeline into committed buyers. The problem is rarely the product. It is ICP precision, positioning that speaks to buyer outcomes rather than technical capability, and a GTM motion that has not been stress-tested against how enterprise buyers actually decide.
Pipeline conversations are not becoming commercial commitments
Every deal feels like the first deal with no repeatable motion
The ICP is defined by job title and company size, not commercial trigger
Global B2B Technology Companies Entering India
VP Strategy, CRO, and Heads of Insights at global firms making a live India or emerging market decision. Standard research has reached its limits. What you need is someone who has been in the commercial room in India, understands how enterprise decision hierarchies actually work here, and can tell the difference between genuine buying intent and polite engagement that will never convert.
India market entry is on the board agenda and the sequencing is unclear
Your Western GTM model is not transferring to Indian enterprise buyers
Deals are stalling at stages they should not, and the reason is opaque
What You Get

What Changes When You
Engage This Judgment

Commercial intelligence that changes what you decide, not just what you know. These are the outcomes that recur across engagements.

01
An ICP That Reflects Commercial Reality
Not a demographic filter. A precise definition of which buyer has the combination of commercial trigger, decision authority, and urgency to act within a realistic timeframe. Every ICP segment is tested against unit economics before it is accepted: if customer acquisition cost cannot be recovered against realistic average contract value at achievable conversion rates, the segment is rejected regardless of how large the addressable volume appears.
02
Positioning Built for the Buying Conversation
A value narrative that speaks to what a buyer needs to justify the decision internally, not what your product does technically. Most B2B positioning fails not because it is wrong but because it is aimed at the wrong person in the buying hierarchy.
03
A GTM Motion That Converts
A defined path from first conversation to commercial commitment, with a buyer journey that reflects how enterprise decisions are actually made in your target segment. This includes beachhead sequencing that identifies which ICP rungs to enter simultaneously and which to defer, based on sales cycle length, decision complexity, and available distribution assets, rather than market attractiveness alone.
04
On-Ground India Market Intelligence
A commercial read on how Indian enterprise buyers decide, who holds real authority versus formal authority, what signals genuine intent, and how to sequence entry into a market where the decision dynamics are fundamentally different from a Western GTM frame.
05
Capital Allocation Clarity
Whether you are evaluating a new market, a channel partner transition, or a product category adjacency, the output is a decision framework with clear conditions, not a qualitative recommendation. The CFO can use it. The board can act on it.
06
Senior Commercial Judgment in the Room
The rarest input in a commercial decision is someone who has been in a similar room before, can read what is not being said, and can tell you whether the signal you are reading is real. That is what nineteen years of real situations produces. It is not replicable from data.
Why This Cannot Be Automated

AI Can Process Market Data.
It Cannot Read the Room.

"Global firms renewed the GLG relationship annually for nine consecutive years. The judgment was what they were engaging, not a report."

Commercial judgment developed through real market exposure is not replicable from training data. Sitting in rooms where the cost of being wrong was real, working directly with CFO and President leadership on decisions with revenue consequences, leading OEM engagement with no precedent and no safety net: that accumulation of pattern recognition is not available in any dataset.

Understanding how buyers in India and emerging markets actually think requires direct commercial situations, not secondary research. Decision hierarchies in Indian enterprise are different. The role of relationships and ecosystem influencers is different. What signals genuine buying intent versus polite engagement that will never convert is different. You learn this by being in the room repeatedly, not by reading about it.

The GLG Expert Council re-empanelment in May 2026, after nine consecutive years from 2013 to 2021, is the clearest external signal available. Global investment funds, private equity firms, and consulting organisations engaged this judgment specifically, year after year. They were not buying a report. They were buying a read on situations that standard research could not give them.

On-Ground Buyer Intelligence
Indian enterprise buyers do not behave like Western enterprise buyers. Decision hierarchies, relationship dynamics, and buying signals are different. Nineteen years of direct commercial situations across India and global markets is what makes this intelligence actionable rather than theoretical.
Pattern Recognition From Real Decisions
At Panduit, multi-market strategy was built with the CFO and President, where the cost of being wrong was real. At UKIBC, global firms were advised at the point where standard research had reached its limits. At Sapience Automata, OEM engagement was initiated with global automotive manufacturers with no playbook. These situations compound into judgment.
Trusted Judgment, Not Transactional Work
Re-empanelled to the GLG Expert Council in May 2026. Nine consecutive years, renewed annually. That is not a transactional relationship. It is a trust relationship built on judgment, honesty about uncertainty, and the ability to frame what matters under pressure.
Where This Judgment Comes From

Nineteen Years.
Real Commercial Situations.

Every credential below represents a context where the intelligence had to be right because real decisions depended on it.

GLG Expert Council
Expert Council Member, 2013 to 2021 · Re-empanelled May 2026
Nine consecutive years advising global investment funds, private equity, and consulting organisations on India market intelligence and GTM strategy. Re-empanelled in May 2026. Global firms did not commission a report. They engaged this judgment specifically because standard research had reached its limits.
Panduit
Market Intelligence and Strategy Manager
Worked directly with the CFO and President on multi-market strategy across the US, Europe, the Middle East, and ASEAN. Market research translated into pricing, expansion, and investment decisions where the cost of being wrong was visible at board level.
UKIBC
Sector Manager, ICT
Advised UK and global SME technology firms on India market entry at the point where standard research had reached its limits and commercial judgment was what was actually needed. Built bilateral trade revenue from zero across the India-UK corridor. Also delivered strategic briefings to BEREC, the European electronic communications regulator, on Indian telecom and ICT market analysis.
Sapience Automata
Co-Founder, GTM Strategy and OEM Engagement
Led GTM strategy and OEM engagement for an AI mobility startup from the ground up. Initiated OEM engagement with global automotive manufacturers including Maruti Suzuki and Volkswagen, at the level of formal commercial discussions, with no precedent and no safety net. Commercialisation judgment in situations where there is no playbook is a different thing from execution inside an established one.
WeWork
Senior Lead, Growth Intelligence and Revenue Operations
Led Pan-India enterprise sales intelligence supporting four Senior Directors across a large-scale national enterprise pipeline during a period of significant global organisational pressure. Built forecasting models and growth frameworks that maintained commercial clarity and kept a national enterprise GTM function moving when the organisation around it was not.
IDC
Market Intelligence, India and APAC
Built market intelligence frameworks for global technology vendors across India and APAC covering wireless services, mobile handsets, and enterprise networking. The conviction formed here has held across every role since: market intelligence without commercial interpretation is just data.
The Work in Practice

What Commercial Judgment
Looks Like Applied.

Client names are not disclosed as a standard professional practice. The commercial detail is sufficient to evaluate whether this is the kind of work you need.

Case 01 · Cross-Border Commercial Strategy · Industrial Technology

The company believed the challenge was identifying where to sell in India. The real challenge was identifying where it could win first.

EngagementCross-Border Commercial Strategy
SectorIndustrial Technology
GeographyIndia · UK
StageMarket Entry
Commercial Constraint

The product required technical evaluation, demonstration, installation support and ongoing service. This eliminated the most obvious entry options immediately. Large enterprise accounts had established global suppliers and would not risk an unknown vendor. National distributors offered geographic reach but not the technical selling capability needed to influence specification decisions. Without local references or service credibility, every sales conversation would eventually arrive at the same unanswered question: what happens after we buy? The constraint was not product quality. It was commercial credibility.

Strategic Decision

The market entry was sequenced around a small number of reference deployments rather than the largest available accounts. The primary ICP became mid-sized manufacturing firms in automotive components and precision engineering, combining identifiable production challenges with significantly shorter commercial decision cycles than Tier-1 manufacturers. Geography followed the ICP: Pune was recommended as the beachhead because it combined manufacturing density, a mature partner ecosystem and the highest concentration of qualified buyers. The channel strategy prioritised technically capable value-added resellers over national distributors. The GTM narrative shifted from product specifications to total cost of ownership and after-sales reliability.

Alternatives Rejected
Large enterprise firstCredibility requirements exceeded what a company without Indian references could meet. Enterprise procurement teams do not take risk on unknown vendors without a local track record.
National distributor expansionCatalogue reach does not replace technical selling capability. A distributor who cannot influence a specification decision is a fulfilment partner, not a commercial partner.
Country-wide rolloutEarly resources required concentration against a defined beachhead, not geographic coverage that dilutes both sales effort and proof.
Executive Principles

The first customer matters more than the hundredth because every subsequent buyer evaluates the evidence created by the first. Market research identifies opportunity; commercial strategy determines where credibility is built first. The fastest route into a new market is rarely the largest segment. It is the segment that generates the reference customers the larger market will trust.

Standard professional confidentiality applies. Client names are not disclosed.
Case 02 · Commercial Repositioning Through Buyer Diagnosis · Enterprise AI

The founder believed the product needed better messaging. The real constraint was that it was being positioned to the wrong buyer entirely.

EngagementGTM and ICP Audit
SectorVertical AI, Real Estate Finance
GeographyIndia
StagePre-Series A
Commercial Constraint

The business was generating conversations but not buying decisions. Despite technically strong product capability, pipeline conversion remained inconsistent after multiple rounds of messaging refinement. The GTM strategy had been built around industries and personas rather than buying behaviour. Within the same organisation, different stakeholders evaluated the platform through entirely different commercial lenses. Technical teams valued capability. Business units valued productivity. Finance evaluated return on investment. The constraint was not insufficient demand. It was the absence of a clearly defined economic buyer with an urgent, measurable commercial reason to act.

Strategic Decision

The GTM strategy was rebuilt around buyer diagnosis rather than industry selection. The critical diagnostic question was direct: of all pipeline conversations in the preceding ninety days, how many resulted in a second meeting initiated by the buyer without being chased? Very few. Buyers with genuine commercial urgency return unprompted. The ICP was rebuilt around buying triggers, budget ownership and decision authority. The entry point shifted from innovation and technology heads to Chief Risk Officers, harder initial access but fundamentally different conversion potential because commercial urgency and budget authority sat in the same role. Messaging was rewritten around measurable business outcomes rather than technical features.

Alternatives Rejected
Broader industry expansionDiluted commercial focus without improving conversion. More addressable market does not resolve a buyer diagnosis problem.
Feature-led positioningEnterprise buyers purchase outcomes, not product capabilities. Refining technical messaging was addressing the wrong problem.
Additional persona outreachAdding stakeholders increased sales complexity without identifying who actually controlled the buying decision and held the budget.
Executive Principles

Markets do not buy products; specific buyers solve specific commercial problems. The strongest ICP is not the largest addressable market. It is the segment where commercial urgency, budget ownership and implementation readiness align simultaneously. Commercial repositioning frequently creates more growth than additional marketing investment because the right buyer removes friction from the entire sales process.

Standard professional confidentiality applies. Client names are not disclosed.
Case 03 · Channel & Ecosystem Commercial Design · Industrial Technology

The company believed it needed more distributors. The real constraint was that its channel lacked the commercial capability to sell.

EngagementDistributor Strategy and Market Assessment
SectorB2B Hardware, Industrial Technology
GeographyMiddle East · US
StageChannel Scaling, Enterprise
Commercial Constraint

The product required technical understanding, consultative selling and close engagement with engineering, procurement and operational stakeholders across complex enterprise buying committees. Traditional volume distributors excelled at product fulfilment and geographic coverage. They were not equipped to influence technical buying decisions or build the multi-stakeholder relationships that enterprise specification requires. The commercial bottleneck sat between awareness and adoption. Without technically credible partners capable of creating demand, every qualified opportunity depended on direct manufacturer intervention, a model that cannot scale and one that signals to the market that the channel has no real capability.

Strategic Decision

The channel strategy shifted from distributor expansion to ecosystem design. Partners were evaluated against technical competence, existing customer relationships and solution-selling capability rather than annual sales volume or territory coverage. The recommended model combined value-added distributors, system integrators, engineering consultants and specialised solution partners capable of influencing enterprise buying committees. For an adjacent US market category under simultaneous evaluation, a structured go-versus-monitor framework was built connecting certification investment cost to realistic addressable market share, a capital allocation decision the CFO could act on rather than a qualitative recommendation to consider.

Alternatives Rejected
National distribution expansionGeographic scale without technical capability weakens commercial execution. Reach without influence is logistics, not strategy.
Price-led channel recruitmentDiscount-driven partnerships attract partners motivated by margin, not customer success or long-term commercial alignment.
High-volume reseller modelsTransactional channels cannot effectively sell consultative enterprise solutions requiring multi-stakeholder influence over extended buying cycles.
Executive Principles

Channels should be selected for the customers they can influence, not the territories they cover. Commercial ecosystems outperform distribution networks when enterprise buying requires education, technical confidence and long-term trust. The strongest channel strategy is not measured by partner numbers. It is measured by the quality of commercial conversations those partners create.

Standard professional confidentiality applies. Client names are not disclosed.
Case 04 · Building Commercial Models for Emerging Technology · AI & Deep Tech

The company believed the challenge was finding customers for a new AI platform. The real challenge was creating a commercial model that customers could confidently buy.

EngagementGTM Strategy and OEM Engagement
SectorAI Mobility, Automotive ADAS
GeographyIndia · Global OEMs
ContextCo-Founder, No Prior Playbook
Commercial Constraint

The technology was ahead of buyer maturity. Enterprise automotive customers were evaluating a platform they had never purchased before. Traditional software buying frameworks did not apply. Neither did conventional services models. Without a clearly defined commercial structure, every customer conversation began with education rather than evaluation. The constraint was not product innovation; the technical capability was demonstrable and differentiated. It was commercial clarity. Until buyers understood how to adopt, deploy and derive value from the platform within existing automotive procurement processes, scaling revenue would remain difficult regardless of technical superiority.

Strategic Decision

The commercial strategy shifted from selling technology to selling commercially packaged outcomes. Rather than positioning the platform as a general-purpose AI capability, the strategy focused on specific ADAS deployment scenarios where implementation complexity, commercial value and buyer ownership aligned within the automotive ecosystem. Structured commercial pathways were introduced including pilot engagements, phased adoption and outcome-led framing to reduce perceived adoption risk. Formal engagement was initiated with global automotive manufacturers. The narrative was built for how OEMs actually evaluate new technology partnerships, not how a startup assumes they do.

Alternatives Rejected
Horizontal platform positioningExcessive flexibility weakened buyer understanding and made it impossible for automotive procurement teams to categorise or evaluate the offering within existing frameworks.
Custom enterprise developmentBespoke engagements do not create scalable commercial models. They signal to the market that no repeatable solution exists.
Technology-first messagingAutomotive enterprise buyers invest in solving defined operational problems. Platform architecture and AI capability are not purchasing criteria.
Executive Principles

Innovation becomes commercially valuable only when customers understand how to buy it. Commercial models should simplify adoption before attempting to maximise feature breadth. The strongest technology strategy is not the one with the most capabilities. It is the one that creates the least uncertainty for the buyer.

This engagement was as co-founder. Commercial detail is drawn from direct experience. Counterparty names are disclosed only where publicly defensible.
Case 05 · Commercial Intelligence Beyond Market Research · Enterprise Technology

The client believed they needed more market research. The real constraint was the absence of commercial interpretation.

EngagementBuyer Intelligence and GTM Advisory
SectorB2B Technology, Enterprise Software
GeographyIndia (UK-based Client)
StageMarket Entry Preparation
Commercial Constraint

The organisation possessed extensive market information. Industry reports quantified market size. Competitor benchmarking mapped positioning. Customer surveys identified broad buying preferences. What was absent was the analytical layer that converts data into decisions. Traditional research described what was happening. It did not explain why Indian enterprise buyers changed suppliers, how buying committees reached consensus in ways that differ structurally from Western European procurement, which commercial signals genuinely predicted purchasing behaviour, or why a sales motion designed for one market would stall at specific points in another. Strategic planning remained descriptive rather than commercially actionable.

Strategic Decision

The engagement shifted from market observation to buyer decision mapping. Rather than producing additional research, the work examined commercial triggers, procurement behaviour, stakeholder influence dynamics and enterprise buying patterns specific to the target segment in India. Market intelligence was reorganised around decision-making rather than market segmentation. The output identified who holds technical authority versus commercial authority in Indian enterprise hierarchies, how to distinguish genuine buying intent from culturally polite engagement that will not convert, and which signals consistently preceded purchasing decisions in the sector.

Alternatives Rejected
Additional market sizingThe addressable opportunity was already understood. More data on market scale would not have improved a single commercial decision.
Competitor feature comparisonEnterprise buyers in this segment do not make purchasing decisions based on feature matrices. Understanding their decision process mattered far more than understanding competitors' positioning.
Demographic segmentationOrganisational size and sector classification do not explain Indian enterprise buying behaviour. Decision authority, relationship dynamics and procurement culture do.
Executive Principles

Market intelligence creates value only when it changes commercial decisions. Understanding buyers is more valuable than measuring markets because purchasing behaviour determines revenue outcomes. The strongest growth strategies emerge when market evidence is interpreted through the lens of commercial execution rather than research completeness.

Standard professional confidentiality applies. Client names are not disclosed.
Case 06 · Asset-Led Commercialisation & Reference Architecture · AI SaaS

The company believed the fastest path to revenue was acquiring the largest number of customers. The real constraint was building commercial proof before attempting to scale.

Engagement0-to-1 Commercialisation Strategy
SectorAI SaaS, HR Technology
GeographyIndia · UK · Gulf
StagePre-launch to First Revenue
Commercial Constraint

The business already possessed valuable commercial assets: existing client relationships across two geographies, five years of proprietary operating data, an internal team of over a hundred recruiters and a physical presence within an ecosystem of more than 500 companies. Yet the original GTM strategy treated the market as though the company were starting from zero. The constraint was not market opportunity; demand was identifiable and the product was differentiated. It was the failure to sequence existing commercial assets before investing in cold acquisition. Without early reference architecture, customer acquisition costs would rise, enterprise sales cycles would lengthen and future expansion would become significantly more expensive.

Strategic Decision

The commercialisation strategy was rebuilt around asset-led market entry. Mid-market organisations and recently funded Series A and Series B companies were prioritised because successful deployments within those accounts would generate commercial proof, reduce perceived buying risk and accelerate every subsequent sales conversation. Revenue architecture, buyer strategy and execution sequencing were designed around building commercial credibility before pursuing scale. A regulatory compliance deadline was identified as a time-bound buying trigger for the mid-market segment and stress-tested against scenarios where enforcement softened, with the underlying cost-of-manual-compliance argument remaining commercially valid regardless of regulatory timing.

Alternatives Rejected
Small agency-first acquisitionLower contract values increased customer acquisition costs while generating limited commercial credibility or reference value for subsequent enterprise conversations.
Enterprise-first sellingEnterprise buyers require reference architecture that did not yet exist. Pursuing them without it would have extended sales cycles indefinitely and produced no early commercial proof.
Geographic expansion before proofBroader coverage without commercial evidence increases sales complexity and cost. It does not create commercial momentum.
Executive Principles

Commercialise through assets you already own before investing in assets you need to acquire. Reference architecture reduces customer acquisition costs more effectively than expanding marketing activity. The first customers should be selected for the commercial credibility they create, not simply the revenue they generate.

Standard professional confidentiality applies. Company name not disclosed.
How I Work

Senior Commercial Judgment
Structured Around Your Decision.

The engagement model is not a product catalogue. It is structured around what you are trying to decide and at what stage you need external judgment to come in. Some situations call for a single focused conversation. Others call for sustained involvement across a commercial cycle. The right structure becomes clear in the first conversation.

Every engagement begins with a free 20-minute diagnostic call. No pitch. The purpose is to understand what commercial decision you are carrying and whether the kind of judgment I bring is actually what you need. If it is not, I will tell you that directly.

For sustained engagements, the work is structured as a monthly retainer, scoped and confirmed after the initial conversation. For defined problems, project-based work is scoped separately. The full range of engagement options, including session-based advisory for specific decisions, is available at the link below.

All Engagement Options
From a single focused advisory session to a sustained fractional engagement, the starting point is always a free diagnostic conversation to confirm fit. All services are available at the Topmate profile below.
View All Engagement Options →
Market Intelligence and GTM Advisory
Ongoing commercial intelligence and GTM direction for companies needing a senior read on a consistent basis: ICP and positioning review, buyer intelligence, async advisory on live commercial decisions, and monthly intelligence outputs aligned to what your team is actually deciding.
India and APAC market dynamics · Buyer behaviour analysis · ICP validation · Competitive positioning
GTM Strategy and Execution
For companies making active market entry decisions or running enterprise GTM that is not converting at the rate it should. Includes active GTM architecture, live deal advisory, market entry sequencing for India and APAC, and a monthly leadership session to review commercial traction against real buyer signals.
Market entry strategy · GTM architecture · Live deal advisory · Partner and channel strategy
Defined-Scope Project Work
For a specific commercial problem with a defined scope: an India market entry diagnostic, an ICP validation, a GTM audit, a positioning document review, or a competitive intelligence brief. Scoped and structured around the decision you need to make, with a clear output you can act on.
Market entry diagnostics · GTM audits · Positioning document review · ICP validation
Free 20-Minute Diagnostic · No Pitch · No Obligation

One Conversation Is Where Every Engagement Begins

A focused diagnostic to identify where the real commercial gap is: ICP precision, positioning, GTM motion, or India market entry sequencing. Twenty minutes. The outcome is a clear read on what to fix first, whether or not we work together.

Book Free Diagnostic Call →
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Bangalore, India · Senior Remote Engagements Globally

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