Dageno 2.0 is building the data infrastructure for AI search marketing

Dageno AI — Tue, 15 Sep 2026 06:15:22 +0000

Open market queries are permanently free, requiring neither login nor registration. This enables teams to gain market visibility before deciding on their next steps.

AI search is transforming how brands are discovered and selected. The market requires a continuously updated, reusable data foundation that allows marketing teams to understand demand, benchmark against competitors, and determine future actions based on a shared set of facts. Dageno is building precisely this data infrastructure for AI search marketing.

We continuously aggregate data on answers, citations, products, and advertisements across platforms and markets, organizing fragmented observations into traceable market insights. Offering free, open market queries is the starting point for making this data foundation accessible to a wider range of teams.

Today, the typical journey with a GEO tool follows almost the same sequence: create an account, enter a batch of prompts, wait several days for data to accumulate, and then see how many times your brand appeared in those prompts.

For people who are actually responsible for a market, this sequence has two problems:

You have to pay a cost before you can see the data
The data you see is only about your own brand
But they need to know much more than that.

How does AI define this market? What are users asking? Which brands are being recommended? Why are they being recommended? Which sources are shaping the answers? And what should the team improve first?

Dageno 2.0 reverses that sequence.

We calculate the market first. You simply come and see it.

Understand a Market Before Becoming a Customer
Dageno 2.0, or Dageno Market Intelligence, is an AI Search Intelligence Platform.

Its goal is not to add yet another GEO score. Its goal is to help teams see how AI understands and allocates an entire market.

That is why we first opened a public market search experience.

Enter your brand — even if it does not have a website — choose a market, and without logging in or registering, you can immediately see a market-level brand overview, including:

Which brands have the highest visibility in AI answers
How rankings differ across AI platforms and geographic regions
Which competing brands frequently appear alongside yours in AI answers, including names you may never have included in your competitor list
Which sources AI cites most often
Which search intents are still not covered by any brand
How many AI answers cite your pages without mentioning your brand name
This layer is free forever.

By “free forever,” we mean the public search entry point and the brand overview it opens. No login. No registration. Any market can be explored.

When you want to drill deeper into a finding — for example, to inspect the original AI answers and cited pages behind it — or continuously monitor a market using your own prompts, that is where the full Dageno product comes in. You can decide whether you need it at that point.

This is possible because Dageno’s data layer continuously collects answers from 10 AI platforms every day, organizing how AI categorizes, recommends, and cites brands across 12,000 market segments, with more being added continuously.

The public search does not run a separate simplified dataset for free users. It opens the first layer of conclusions already generated by the same underlying data infrastructure.

At Dageno, democratization is a specific product principle:

Data first. Pricing second.

Before deciding whether to purchase a product, every team should have the right to see the market data first — instead of immediately running into a login wall, a sales form, or enterprise pricing.

Independent professionals, small teams, brands just beginning to explore GEO/AEO, and companies without a dedicated budget can all establish a basic understanding of their market first.

Dageno 2.0 Does Not Start With a Prompt List
Traditional prompt monitoring answers questions such as:

How many times did a brand appear in a predefined set of questions, and where did it rank?

Dageno 2.0 starts with the market.

It first defines the market scope, then breaks it down into market segments, search intents, and brand value propositions. It identifies real competitors, differences across platforms and regions, and finally connects those findings back to specific prompts, original AI answers, and cited pages.

Prompts still matter.

But in Dageno, a prompt is an evidence unit within a market structure, not an isolated monitoring list.

Understand the Market: Not Just Who Is Leading, but Why
Dageno has currently built classifications for 12,000 market segments and organizes each market from three perspectives.

Market Segments
Understand submarket structure, participating brands, and each brand’s competitive position across different segments.

Search Intent
Understand the types of questions users are asking AI throughout the journey from discovery and comparison to purchase decisions.

Brand Value Propositions
Understand which selling points and attributes AI associates with different brands, and which perceptions have already been occupied by competitors.

This helps teams identify differences that are often hidden by an overall score.

A brand may have relatively strong overall visibility but still be absent from a critical market segment.

It may be mentioned frequently without being associated with the core value propositions that actually influence purchase decisions.

Or it may appear to lead within the manually configured competitor set while completely new competitors are already appearing in real AI answers.

Dageno gives this last category its own dedicated view: the AI Competitor Set.

It does not look at who you configured as a competitor.

It looks at who AI actually places alongside your brand.

A Conclusion Cannot End With a Score
AI answers fluctuate.

If a platform only tells you that “your score dropped” or “a competitor is ahead,” but cannot explain where that conclusion came from, it is difficult for a team to act on it.

Dageno 2.0 follows one principle:

Aggregated conclusions should never be a black box.

The public search experience and the paid product follow the same rule.

Every market-level conclusion can be traced back inside the product to the original AI answers and cited pages that produced it.

Dageno does not promise guaranteed recommendations, rankings, or revenue growth.

What we provide is evidence with a clearly defined scope — explanations that are transparent, interpretable, and independently reviewable.

Extreme Cost Efficiency Does Not Mean Building a Cheaper Monitoring Tool
Dageno does not define cost efficiency as simply paying less money to see more charts.

The real cost comes from teams having to open multiple tools to answer the same market question:

GEO monitoring, SEO data, competitive research, citation analysis, AI Shopping, AI Ads, and more.

Then people have to manually reconstruct the market picture from fragmented datasets.

Dageno 2.0 brings these signals together under the same market structure.

Each channel keeps its own measurement methodology, but they all help answer the same question:

Where is the gap actually coming from?

Is it AI visibility?

Traditional search fundamentals?

Product distribution?

Advertising coverage?

Or a deeper issue in how the market perceives the brand?

The public market search is free forever.

Teams that need deeper research and continuous operations can then choose a plan based on the number of brands they manage and the depth of research they need.

Individuals and small teams can start with a single brand, while multi-brand teams and agencies have plans designed for their workflows as well.

Get the first layer of market intelligence for free.

Then pay only for the depth you actually need.

That is what Dageno means by democratization, and that is what extreme cost efficiency looks like in practice.

Start with Public Market Queries. Build a Data Foundation for the Long Term.
Our long-term goal is to make Dageno the shared data foundation that brands, agencies, and marketing teams use to power their AI search marketing efforts. As the data continues to grow, we want to help teams understand how the market is changing, identify which opportunities are worth pursuing, and bring those insights into their day-to-day work.

We will also continue turning market data into clearer, more actionable growth guidance: which pages to prioritize, what information to add, why those actions matter, and what evidence supports them. Over time, these data and decisions will become part of the AI workspaces teams already use, so that accumulated market intelligence can continuously drive growth.

You can start today with a free market query. The public market query experience in Dageno 2.0, together with its open Brand Overview layer, will remain free forever.

Start now with https://dageno.ai to access public brand data across 12000+ industries and quickly understand your brand’s position in the AI marketplace.

DEV Community: Dageno AI

Dageno 2.0 is building the data infrastructure for AI search marketing