About AG Insights
We read the public information no team has the hours to—and turn it into intelligence leaders can act on.
Our story
For years, incredible insights sat buried in unstructured public information—websites, filings, reports, reviews, news, and datasets no team had the hours to read. Every strategic decision got made on a fraction of what was actually knowable, simply because human capacity couldn’t keep up with the volume.
Generative AI changed that. For the first time, vast bodies of public information can be read, extracted, and structured at a scale no analyst team could match alone.
Today we put a large-scale agent engine—thousands of agents per project—to work on that information, handing back databases, scored target lists, and mapped landscapes a team can act on, each architected and validated by analysts.
After 6 years leading product teams at Microsoft—from Viva Insights to Copilot—I kept seeing the same pattern: leaders needed better intelligence for critical decisions, but traditional approaches couldn’t deliver the speed, depth, or cost required. That gap is what we’re built to close.
How we work
Off-the-shelf AI is fast but shallow; traditional consulting is deep but slow and enterprise-priced. We sit in between: consulting-grade depth at AI speed.
Expert-led research
We don’t just run models—our analysts design the research around your specific question. We solve problems, not sell packages: every engagement is built around the decision in front of you, never a template.
Large-scale agent engine
Our proprietary engine puts thousands of specialised agents to work in parallel—reading, extracting, and structuring public information across an entire market at once (large projects exceed 40,000 agents). It’s how we read the full public footprint of hundreds of companies and turn it into a structured intelligence asset, at a scale no analyst team could match alone.
Human verification
Every insight is reviewed, every recommendation validated, every conclusion stress-tested by analysts who understand both the data and the strategic context. We adjust our rigour project-by-project, because different questions demand different scrutiny—and every output is 100% human-validated.
Our mission
Consulting-grade intelligence used to require a seven-figure budget and a six-month timeline. We exist to change that—putting the depth big enterprises pay for within reach of any team that competes on how well it understands its market.
Speed meets depth
Structured intelligence assets delivered in days that would take a traditional consultancy weeks—without trading away depth or accuracy.
Technical + strategic
Our edge is the bridge between technical depth and business judgment—pairing human strategic thinking with a large-scale agent engine to surface insight that wasn’t possible two years ago.
Frontier firm
We’re a small, senior team built to move fast—no layers, no junior-analyst bench, no six-week scoping. You work directly with the people doing the research.
Built to scale
We built our research workflows from the ground up and proved them with major financial institutions, global telecoms, and top-tier organisations across Europe.
Who we serve
We work with mid-to-large teams that move fast—whether attacking an incumbent or defending their position—and know the right intelligence at the right moment decides who wins.
When clients come to us
Market entry & product launch
You’re entering a new market or launching a product and need to understand the competitive landscape, customer segments, and positioning opportunities—but you need this intelligence in days, not quarters.
Competitive response
A competitor just made a move, or you’re sensing market shifts. You need real-time intelligence on what’s happening, what it means, and what your options are—delivered while the opportunity is still live.
Strategic planning
You’re setting strategy and need comprehensive market intelligence, customer insights, or competitive benchmarking to inform decisions that will define the next 12-24 months of your business.
Pipeline building
You need a ranked, evidence-backed target list—hundreds of companies scored against your exact fit and timing criteria—so prospecting becomes a system, not guesswork, with every score traceable to a source.
M&A screening
You’re scanning the market for acquisition targets and need hundreds of candidates screened against your criteria, returned as a ranked shortlist of who to approach first—not a directory to wade through.
If you’re the kind of company that grounds decisions in facts, not assumptions, and refuses to let budget or timeline constraints force you to choose between speed and depth, we should talk.
Ready to get started?
The companies winning today aren’t the ones with the biggest budgets—they’re the ones with the best intelligence at the right moment. Get yours this week, not next quarter.