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Vision

A European intelligence layer for the AI-answer era.

Search is moving from clicking links to reading answers, and those answers come from a short set of sources nobody controls. Eidoscore watches both the answers and the sources behind them, inside European jurisdiction.

Reputation is now made in places ordinary analytics does not measure. Assistants draw on a selected set of sources. Communities on Reddit and Telegram are where narratives, debates and misinformation take shape. An organisation can look strong on its own website while being invisible, misunderstood or under attack elsewhere.

So the value is in meaning, not mention counts, and monitoring has to sit beside the decision to act, with a person in between.

Why now

Three shifts, arriving together.

Each would be manageable on its own. Together they move the place where reputation is decided out of view of every tool built for the previous decade.

  1. 01
    The interface changed

    Answers replaced links

    A question that once returned ten links now returns four sentences, and the reader stops there. For most people, those sentences are the whole of what they learn about an organisation.

  2. 02
    The source set narrowed

    A short list decides

    Assistants do not read the open web at the moment of asking. They draw on a small set of sources a model has learned to trust, and that set is self-reinforcing: being cited makes future citation more likely.

  3. 03
    The ground moved

    Communities set the framing

    Forums and public channels are no longer downstream of coverage. Increasingly they are where framing is decided first, and where the language that later appears in an answer is written.

Principles

What we believe, and what it costs us.

Constraints rather than slogans. Each one rules out a feature that would be easier to sell.

Meaning over volume

A count says that something happened, not whether it was support, irony or hostility. We classify for meaning and keep the evidence attached to every figure.

Honest uncertainty

Models answer the same question differently on different days. We ask on every scheduled run and report a range, because a number you cannot defend in a meeting is worse than no number.

A person decides

Nothing leaves Eidoscore without a named approval. Automated publishing into a live political or reputational conversation is a risk we will not hold on a client's behalf.

Governable by construction

European hosting and an audit trail behind every decision. Intelligence about public conversation has to be explainable to a regulator, or it should not be built.

Boundaries

What we will not build.

Worth stating plainly, because in this category the omissions say more than the feature list.

  • We do not monitor individuals

    Topics and narratives, not people. Private accounts, closed groups and personal profiles are out of scope, whatever a client would pay for them.

  • We do not claim attribution

    We flag claims that show early spread characteristics, with evidence. We do not say a campaign is coordinated or who is behind it, because we cannot prove it.

  • We do not publish on your behalf

    Drafts, recommendations and routing, yes. Autonomous posting, no. A tool that speaks for an organisation without a person reading first has lost its accountability.

Roadmap

Where we are heading.

Direction, not fixed commitments. Each step is added only once it meets the same standard as the last.

  1. Today

    Answers and communities, read for meaning

    AI answers and public community conversation, classified for meaning rather than counted, with a founding cohort working alongside our team.

  2. Next

    Deeper narrative analysis

    Broader channel coverage and additional sources, shaped by what customers tell us actually changes a decision.

  3. Ahead

    More engines, same method

    Further assistants, including Perplexity, DeepSeek and Kimi, once each is verified end to end with the same scheduled runs and ranges.

Next step

See what Eidoscore can reveal for your organisation.

A working session on your own questions and channels, with real answers and sources. No obligation, and nothing sent without your approval.