GTM for Data-Driven Businesses: Why Complex Products Need a Different Approach

The Signal

Forrester’s 2025 research found that the average B2B purchase now involves 13 internal stakeholders and nine external participants — and 86% of those purchases stall at some point during the process, most often because one stakeholder’s concerns went unaddressed early. For data and analytics products, where technical validation, compliance review, and formal procurement sign-off each add a layer on top of an already complex evaluation, that dynamic is more pronounced than in almost any other category.

Gartner adds the other half of the picture: for complex B2B solutions, the typical buying group includes 6 to 10 decision makers, each arriving with 4 to 5 pieces of independent research — and buyers collectively spend only 17% of their total purchasing time meeting with potential vendors, split across every vendor they are considering. By the time a data or analytics vendor gets a meeting, the buyer has already formed a strong view. The question is whether that view was shaped by the vendor’s own content and credibility, or by everything else.

The companies that close complex data and analytics deals consistently share one characteristic: they stopped selling the product and started selling the proof that the product works in conditions the buyer actually recognizes. That shift — from product-led to proof-led — is the core of what a GTM approach for data-driven businesses looks like in 2026.

Why the Standard GTM Playbook Fails for Complex Products

The standard B2B SaaS GTM playbook assumes a buyer who can evaluate the product relatively quickly — through a trial, a demo, or a clear feature comparison. It assumes the problem is well-understood before the vendor enters the conversation. And it assumes a small buying group where one champion can drive the decision.

None of those assumptions hold for data and analytics products, alternative data, fintech infrastructure, or technically sophisticated B2B software sold into regulated or institutional markets.

In these categories the buyer faces three compounding challenges the standard playbook does not address:

1. The evaluation problem

The buyer often cannot evaluate the product without first understanding a technical concept that takes weeks to internalize. An alternative data product cannot be meaningfully trialed by someone who does not yet understand how alternative data fits into an investment process. A data infrastructure product cannot be assessed by a procurement team that lacks the technical frame to interpret what they are looking at. The vendor must educate before they can sell — and most GTM motions are not structured to do that.

2. The trust problem

In high-stakes buying environments — institutional investment, regulated financial services, healthcare, enterprise data infrastructure — buyers are trained to be skeptical. They have been burned by vendors who oversold and underdelivered. They have seen data products that looked clean in a demo reveal their quality problems only in production. Their default posture is not curiosity. It is caution. Gartner’s research shows that 74% of buying teams experience unhealthy internal conflict — and in high-trust markets, that conflict is most often triggered by one skeptical stakeholder who was never properly addressed.

3. The language problem

Data and analytics vendors frequently describe their products in technical terms that resonate with the quant or the data engineer but mean nothing to the portfolio manager, the compliance officer, or the CFO who ultimately controls the budget. The product is genuinely valuable. The language describing it is not accessible to every person who needs to say yes. That gap between technical accuracy and buyer comprehension is where most complex product deals die — not in the final negotiation, but in the middle of the process when a key stakeholder disengages because they never felt the product was explained in terms that applied to them.

What a GTM Motion Built for Complex Products Looks Like

The companies that consistently close in complex, high-trust B2B markets have rebuilt their GTM motion around a different set of priorities. They are not doing more of the standard playbook. They have replaced several of its core assumptions.

Lead with proof, not product

The most effective GTM motion for complex products leads with third-party validation, case evidence, and independently verifiable outcomes — not product features. In institutional markets, a published white paper co-authored with a credible academic or research institution is worth more than a hundred demo calls. A case study with a named client who can be called as a reference closes more deals than any product specification. The buyer’s question is not “does this product do what you say it does?” It is “can I trust that this product does what you say it does?” Those are different questions and they require different answers.

Map the buying committee before the first meeting

Given that the average complex B2B purchase involves 13 internal stakeholders, a GTM motion that focuses exclusively on the champion is structurally set up to stall. The most effective complex-product sales teams map the buying committee early — identifying not just the champion and the economic buyer but the skeptic, the technical validator, the compliance reviewer, and the procurement gatekeeper. Each of those roles has a different concern. Each needs a different piece of evidence. Content, outreach, and the sales process need to be designed to address all of them, not just the person who took the first meeting.

Build credibility before the conversation

Because buyers spend only 17% of their total purchasing time with vendors, the majority of the evaluation happens without the vendor in the room. That means the vendor’s reputation, content, and third-party presence must do the selling before the first call. For data and analytics companies this means systematic investment in the places where institutional buyers conduct their research: industry publications, conference presentations, analyst relationships, peer networks, and LinkedIn presence of the company’s senior leadership. A buyer who arrives at a first meeting already knowing the vendor’s point of view and trusting their credibility has a fundamentally different conversation than one who is encountering the company for the first time.

Translate for every stakeholder, not just the technical buyer

The language problem requires a deliberate translation layer in the GTM motion. The most effective complex-product companies develop distinct messaging for each stakeholder type, not different features, but different frames for the same underlying value. The data engineer cares about integration and data quality. The portfolio manager cares about alpha generation or risk reduction. The CFO cares about total cost of ownership and payback period. The compliance officer cares about regulatory exposure and audit trail. These are not different products. They are different translations of the same product’s value. A GTM motion that has not done that translation work will consistently lose the stakeholders it did not write for.

The Implication for Founders and GTM Leaders

If you are building or leading go-to-market for a data-driven business, the diagnostic question is not “are we generating enough pipeline?”

It is “are we generating the kind of trust that allows pipeline to close?” Those are different problems with different solutions.

Pipeline volume is a distribution and awareness problem.

Trust is a credibility and proof problem.

Most complex-product companies focus almost entirely on the first and underinvest significantly in the second, because credibility is harder to measure and slower to build than pipeline.

The companies that have cracked complex-product GTM treat credibility as infrastructure.

They build it before they need it, in the same way a well-run engineering team builds reliability before a product goes to production.

By the time a buyer is evaluating them seriously, the credibility is already there, and the sales motion becomes a confirmation of what the buyer already believes, rather than an argument for something they have not yet decided to trust.

That is the shift. From selling to confirming. From convincing to validating. And it starts long before the first sales call.