i worked inside a company once where a senior leader was preparing a market entry decision.
the team had been working on it for weeks. slides, projections, a few customer conversations. everyone was aligned and excited.
i asked what external intelligence they'd gathered on the target market.
there was a pause.
"we've done some research," someone said.
what they meant was: google. a couple of industry reports from three years ago. a linkedin search of competitors in the space.
they were about to commit six figures and eighteen months of leadership bandwidth to a market they barely understood. and nobody in that room felt like something was missing, because this was normal. this was how strategic decisions got made.
it's still how most of them get made.
the infrastructure problem
when a large company makes a significant strategic move, it doesn't happen on instinct alone.
it's preceded by weeks of structured intelligence work. competitive mapping. customer research. scenario modelling. financial projections stress-tested against multiple market conditions. a dedicated analyst, sometimes an entire team, whose job is to close the information gap before the decision gets made.
this infrastructure exists because, at scale, a bad strategic call is catastrophic. the investment in better information pays for itself fast.
most smes don't have this. not because their leaders are less rigorous, but because building real intelligence infrastructure requires resources that growing companies can't easily justify. a strategy analyst. access to proprietary market data. time that isn't already allocated to sales, product, and operations.
so founders and ceos work with what they have.
gut instinct, genuinely valuable, but not sufficient on its own. a handful of customer conversations, better than nothing. whatever data is publicly available, usually incomplete and often stale.
then they make the call.
this is what i mean by the intelligence gap. it's not a gap in intelligence. it's a gap in infrastructure. and unlike intelligence, infrastructure can be built.
what changed
for a long time, closing that gap was a question of resources. custom market research, the kind that actually tells you something specific and useful, has traditionally cost between €10,000 and €200,000, taken months to produce, and delivered a static report that began losing relevance the moment it was published.
the economics made the decision for most smes: you either couldn't afford it, or you couldn't justify it for the decision at hand.
ai didn't just make this cheaper. it changed what's possible.
it's now possible to build an intelligence layer that runs alongside your business, not a one-off report you commission before a decision, but a system calibrated to your specific strategy and market that gets more useful as your company grows. continuous, not static. specific, not generic. built around the decisions you actually make, not the questions a research firm thought to ask.
the $140 billion market research industry is being restructured around this shift. the firms that survive will be the ones that move from delivering snapshots to building systems.
the human layer still matters
ai provides the processing power. but it doesn't replace judgment.
the most effective model combines ai-powered analysis with expert validation, not as a "sanity check" bolted on at the end, but as an integral part of how the intelligence gets shaped and interpreted.
data can tell you that a market is growing. it can't tell you whether your company is the right one to enter it, or whether your positioning will hold in a different context. that translation, from information to decision, still requires a human with the right frame of reference.
what changes is the quality of the inputs that human is working with.
the gap is closing
the kind of strategic intelligence that used to require an enterprise budget is now accessible to companies a fraction of that size.
not as a dumbed-down version. not as a monthly newsletter or an automated dashboard nobody looks at. as a properly built intelligence layer, specific to your strategy, your market, your actual competitive position, that becomes part of how your company thinks.
the question for sme leaders is no longer whether you can afford this.
it's whether you can afford to keep making important calls without it.