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Guides to every step of TOntoN, from adding a company to sharing a report, and answers to the questions we are asked most.

Getting started

What TOntoN does

Structured, scored and evidence-backed reads of a company’s vision from its public surface.

TOntoN reads a company’s public material (website, blog, press, careers pages, founder profiles) and maps what it finds onto the Vision ontology. The result is a 0–100 Vision score, per-dimension scores, and the exact quotes behind each one.

Every stage can be inspected. You choose which sources go in, and every number points back to a named ontology node and a source quote. TOntoN supports your judgement. It does not replace it.

Getting access

Request access, start a pilot, or pick a plan.

Access is currently invite-only while scoring is calibrated with early partners. To get started:

  1. Choose Request access on the landing page and tell us about your team and use case.
  2. We reply by email, usually with a free trial (5 analyses, 1 seat, no card required) or a 30-day Proof-of-Value pilot.
  3. You receive an invitation link. Open it to set your password and enter your workspace.

If a plan on the pricing section shows Get started, you can check out directly and set your password afterwards.

Your first analysis in five steps

From a company URL to a finished Vision report.

The five steps of a first analysis, in order.
  1. Add a company. Click + Add in the top bar and enter the company’s website URL or name.
  2. Start the run. Open the company and choose Run analysis. TOntoN crawls the public surface and ranks the sources it found.
  3. Review sources. Keep the pages that speak to the company’s vision and exclude the noise (see Reviewing sources).
  4. Let the pipeline run. Extraction and scoring take a few minutes. Progress streams on screen, and the notification bell tells you when it finishes.
  5. Read the report. Start with the verdict and overall score, then open the pillars and evidence to see why.

Running an analysis

Reviewing sources

You decide what the analysis reads. This step matters most for quality.

1. Keep strong pages. 2. Leave flagged pages unticked. 3. Add anything the crawler missed.

After the crawl, TOntoN shows the sources it found, ranked by how much vision signal they are likely to carry. The analysis runs only on the sources you keep.

  • Keep: pages where the company or its founders say where they are going and why (about, mission, manifesto, founder letters, strategy posts, interviews).
  • Exclude: pricing tables, legal pages, job listings with no company narrative, and duplicates.
  • Flags: Low signal means the page may dilute the analysis. Duplicate means the same URL is already listed.

Fewer strong sources beat many weak ones. If the crawler missed something important, add it yourself as a link, pasted text or an uploaded file.

What happens during the run

A two-stage pipeline: extract evidence, then score it against the ontology.

From your selected sources to a Vision score, in two stages.

First, TOntoN extracts quotes from your selected sources and assigns each one to a node in the Vision ontology. Then it scores each node from that evidence and rolls the node scores up into the five primitives and the overall Vision score.

You can leave the page while it runs. The run continues on the server, and the notification bell tells you when the report is ready.

Reading results

The Vision ontology

Five primitives, and six dimensions for the vision content itself.

The overall score rolls up from five primitives; (En)Vision is scored on six dimensions.

Every score in a report maps to one of five primitives:

  • Pre-event Influences: the context that produced the vision, such as heritage, founder history and prior art.
  • Visioner: who holds the vision and how legibly they express it.
  • Visioning: how the vision is built, refined and communicated over time.
  • (En)Vision: the vision content itself, scored on six dimensions: temporality, globality, novelty, specificity, complexity and popularity.
  • Statements: the public artefacts that carry the vision, such as mission, manifesto and commitments.

Reading scores and confidence

What the 0–100 scale, colours and confidence mean.

Colour bands for scores, and why confidence matters as much as the number.

Scores run from 0 to 100. In the interface, 60 and above shows in green, 40–59 in amber and below 40 in coral. Grey means there was not enough evidence to score.

Each score also carries a confidence level, which reflects how much evidence it rests on and how good that evidence is. A high score on thin evidence is a weaker finding than a moderate score on strong evidence.

Insufficient evidence is a finding, not a failure. It tells you what the public record does not say.

Tracing a score to its evidence

Every number has named drivers and source quotes.

Every score can be traced to a driver, a quote and the page it came from.

Open any pillar in the report to see the drivers that moved its score and the quotes behind them. Each quote links back to the source page it came from, so you can check it in context.

In the app, Evidence Explorer lists every quote in the analysis. You can filter it by primitive, source or node.

Reports & sharing

Exporting reports

Sourced PDF on every plan; CSV and JSON on Fund and above.

1. PDF on every plan. 2. CSV and JSON on Fund and Platform.

From a finished report, use the actions in the report header:

  • PDF: a branded, citable export with sources. Available on every plan.
  • CSV / JSON: per-feature scores and a full snapshot for your own models or data room. Available on the Fund and Platform plans.

If your organisation has uploaded a logo in Settings, PDFs and shared reports carry it.

Sharing a report with someone outside TOntoN

Signed links that expire, and can be revoked at any time.

2. Pick an expiry. 3. Copy the link. Revoke it here at any time.
  1. Open the report and choose Share.
  2. Pick an expiry: 7, 14 (recommended), 30 or 90 days.
  3. Copy the link and send it. The recipient sees the full report and does not need an account.

You can revoke a link from the same dialog at any time. Revoking takes effect immediately. Share links are available on the Fund and Platform plans.

Compare, benchmark & intelligence

Comparing companies

Select two or more analysed companies and compare them side by side.

1. Tick two or more companies. 2. Choose Compare.
  1. On the Dashboard, tick the checkbox on each company you want to compare.
  2. Choose Compare in the bar that appears. It needs at least two companies.
  3. Read the overlaid radar and per-pillar table, or export the comparison as a PDF.

Benchmarking against your workspace

Percentile, distance from median and gap to leader.

A company’s place among the companies in your workspace.

Benchmark ranks each company against the other companies in your workspace. The peer set is your own portfolio, not a global index, so it becomes more meaningful as you analyse more companies.

Benchmark needs at least 3 companies with completed Vision runs.

Workspace & account

Your data and privacy

Public sources only, isolated per workspace, exportable and deletable.

Public sources in; everything you create stays in your workspace.

TOntoN analyses public material only: no private data, leaked documents or paywalled content. Your companies, runs and reports are isolated to your workspace.

Under Settings → Data & privacy you can export your workspace data or request deletion of your account. The full details are in the Data use and Privacy notice pages.

Frequently asked questions

How is this different from asking a general AI tool to summarise a company?

A summary tells you what was said. TOntoN structures it against a fixed ontology, scores each part on a comparable 0–100 scale, and links every score to the quote that drove it. Two companies analysed by TOntoN can be put side by side. Two AI summaries cannot.

Who is TOntoN for?

Investors screening early-stage companies, consultants running strategy diagnostics, data platforms adding a qualitative signal layer, and founders checking how clearly their vision comes across in public.

Is there a free trial?

Yes. A free trial includes 5 analyses and 1 seat, with no card required. Request access and mention you would like a trial. For a structured evaluation, the 30-day Proof-of-Value pilot (€990, 20 analyses) is fully credited toward an annual Fund licence if you continue.

Is pricing per seat?

No. Plans are licensed per workspace, with a number of seats and monthly analyses included. Prices are in EUR excluding VAT. Annual billing costs 10 times the monthly price, which gives you two months free.

Can I see what a report looks like first?

Yes. The sample report shows a full Vision Profile using illustrative data.

What sources does TOntoN use?

Only public material: the company website, blog, press, careers pages and founder profiles. You review and approve every source before the analysis runs.

Is my work visible to other customers?

No. Companies, runs, reports and benchmarks are isolated to your workspace. Benchmarks compare only against companies in your own workspace.

Is my data used to train AI models?

The Data use page sets out exactly what is sent to the language model and how outputs are isolated per workspace. If you have a specific requirement, contact us before you start.

Why does a company show “insufficient evidence” or a low confidence?

The public record did not say enough about that part of the ontology. This is common for young or stealth companies. Try adding founder interviews or long-form posts during source review. If the evidence still is not there, that absence is itself worth knowing.

Will a company’s score change if I run it again?

It can, when the company’s public material or your source selection changes. Each run is kept, and the company’s Trajectory tab shows how scores moved between runs.

How long does an analysis take?

Usually a few minutes from start to finished report, depending on the site and how many sources you keep. You can leave the page, and the notification bell tells you when it is done.

I forgot my password.

On the sign-in page, choose “Forgot password?” and enter your email. You will receive a reset link. If your organisation uses single sign-on, sign in with SSO instead.

How do I export my data or delete my account?

Signed-in users can do both under Settings → Data & privacy. Exports are prepared in the background and emailed when ready.

Still stuck?

A person reads every message. Tell us what you were trying to do and where it went wrong.