The way innovation, corporate development, and M&A teams work with market intelligence is changing fast.
Data volumes are exploding, search expectations are rising, and static filters are no longer enough. Teams do not just want more companies. They want better answers, faster, and directly inside the tools they already use.
That is exactly why we are excited to announce that AI Columns have officially left beta and are available for everyone in FounderNest.
This release marks a meaningful step forward in how teams search, refine, and act on market intelligence. AI Columns are no longer just an exploratory feature. They are now a core, production-ready capability designed to turn unstructured company data into structured, filterable intelligence you can trust.
If you care about AI market intelligence that actually saves time and drives decisions, this is for you.
Why AI market intelligence needed a rethink
For years, market intelligence tools have followed the same pattern. Large databases, rigid filters, and manual review layered on top. The promise was scale, but the reality was friction.
Teams would start with thousands of companies, apply basic filters like geography or industry, export everything to Excel, and then spend hours manually cleaning, tagging, and re-classifying data.
This workflow created a dangerous illusion of coverage. It looked comprehensive, but it was slow, error-prone, and deeply inefficient.
The problem was not a lack of data. It was a lack of flexibility.
Traditional filters only work on predefined fields. But real strategic questions are rarely predefined. Questions like:
- Does this company meaningfully compete with one of our portfolio companies?
- Is this startup active in the US?
- Has this company launched new products in the last 12 months?
- Is this business model closer to B2B, D2C, or something hybrid?
These questions matter, but they live in unstructured text, not neat database fields. That gap is where market intelligence needed to evolve.
What AI Columns are and why they matter
AI Columns are designed to bridge the gap between unstructured information and structured decision-making.
At a simple level, an AI Column is a custom, AI-powered column you add to any Space in FounderNest. You define the question or prompt, and the AI answers it for every company in that Space.
What changed with this release is not just polish. It is a fundamental shift in how user friendly AI Columns have become.
Previously, AI Columns could respond with long, free-text answers. But for now AI Columns is smarter and you can now return structured outputs such as:
- Yes / No
- Defined categories like B2B, D2C, Marketplace, Hybrid
This seemingly small change unlocks something powerful. AI-generated insights are now more predictable, usable, and behave even more like real data fields.
From text answers to usable intelligence
During beta, many users loved the idea of AI Columns but still had to take an extra step.
Answers were informative, but they often required manual cleanup before they could be used operationally.
With structured outputs, that friction disappears.
If you ask, “Does this company have its HQ in Europe? Answer Yes or No,” the result is instantly usable. No interpretation. No reformatting. No spreadsheet gymnastics.
If you ask, “Classify this company’s business model as one of B2B, D2C, or a hybrid” the result becomes a clean, consistent classification across your entire Space.
This is where AI market intelligence starts behaving like an internal analyst that you can work with iteratively instead of traditional static and manual filters.
Filtering with AI Columns: turning insight into action
One of the biggest upgrades in this release is the ability to filter directly by AI Columns.
Once an AI Column returns Yes/No or other category-based answers, it behaves like any other column in FounderNest. That means you can open Filters, select your AI Column, and instantly narrow a large Space down to a focused shortlist.
This changes how teams work in practice.
Instead of manually reviewing hundreds of profiles, you can move from thousands of companies to a high-confidence shortlist in seconds. FounderNest’s AI does the first pass and your team focuses on judgment, not data cleaning.
This is AI market intelligence doing what it should do: reducing noise, not adding another layer of complexity.
Reliability you can trust for real work
Exploration is one thing. Production work is another.
A common concern with AI-powered features in market intelligence data is consistency. Can you trust the results enough to base decisions on them?
With the full release of AI Columns, we have significantly improved answer quality and reliability further beyond what we’ve ever seen before on the market.
AI Columns now deliver more consistent outputs across large datasets, making them suitable for real workflows like:
- Investment screening
- Strategic landscaping
- Partner shortlisting
- M&A target prioritisation
- Competitor analysis
This is not about replacing human expertise. It is about freeing experts from repetitive work so they can focus where it matters most.
Save and reuse your best AI Columns
Every team develops its own way of thinking about markets. Over time, certain questions come up again and again.
With this release, you can save and reuse AI Columns across every Space. No more rewriting prompts or worrying about slight wording differences producing inconsistent results.
This creates an internal intelligence layer unique to your organisation. Your best questions become reusable assets, not one-off experiments.
In the context of market intelligence, this is a big deal. It means your logic scales with your data.
The why behind AI Columns
It is easy to talk about features. The more important conversation is why this matters now.
Market intelligence teams are overwhelmed not because they lack tools, but because their tools were designed for a world where data volumes were smaller and questions were simpler.
Search has historically been rigid. Filters were fixed. Anything nuanced required manual work.
AI Columns represent a shift away from that rigidity. Instead of forcing your thinking into predefined fields, the system adapts to your questions.
This is not just a FounderNest trend. It reflects a broader shift of AI in market intelligence across the industry. Search is becoming conversational, contextual, and dynamic. And FounderNest is leading the charge.
The difference is execution.
AI Columns make this shift practical. They do not just generate insights, they integrate them directly into your workflow.
Real examples from beta users
One of the most exciting parts of the beta phase was seeing how users pushed AI Columns beyond our initial expectations.
Some teams asked whether companies in a Space had funding relationships or commercial deals with specific competitors. Others analysed how many new products a company had launched in the past year, directly inside their scouting environment.
These are not generic filters. They are strategic questions, answered at scale.
That is the real goal of any AI integrated into market intelligence tools. Not more dashboards, but better answers to the questions that actually drive decisions.
Coverage is not the goal. Precision is.
FounderNest has always taken a clear stance. Success is not about delivering the largest possible list of companies. It is about helping teams identify the strongest opportunities faster than everyone else.
AI Columns reinforce that philosophy.
Instead of drowning in volume, you refine lists, export, and act. Instead of simple static filters, you apply intelligence that adapts to your strategy.
This is how AI in market intelligence moves from being a research aid to a competitive advantage.
What this means for Innovation and M&A teams
For Innovation teams, AI Columns make it easier to spot non-obvious players, validate relevance, and align scouting with real business needs.
For M&A and corporate development teams, they enable faster prioritisation, clearer rationales, and better internal alignment around why certain targets matter.
In both cases, the outcome is the same. Less manual work. Better decisions.
See AI Columns in action
AI Columns are now live for all FounderNest users, fully out of beta and ready to use.
If you want to see how FounderNest’s AI-driven market intelligence platform is pioneering the industry, book a demo to see the platform and other features like AI Columns in action.
