# Your page scores 63 out of 100 for sameness against the 4 competitors you named.

Most of what your page says, Databricks says too — the overlap is heaviest in the benefits you promise.

- **Your page:** https://domino.ai/
- **Compared against:** Databricks (databricks.com), Dataiku (dataiku.com), DataRobot (datarobot.com), Cloudera (cloudera.com)
- **Sameness Index:** 63 — Mostly the same
- **Ownable share:** 24% (of 33% distinctive)
- **Report:** https://grader.wynter.com/c/domino-ai-QQyi0jY

**How you compare · vs 366 SaaS sites** — 7 points more same than the average SaaS site. The average SaaS site scores 56; you scored 63. You are less same than 113 of the 366 SaaS sites. The best-differentiated site in the set is at 6.
_A single check can move several points between runs; the benchmark averages up to eight sites per category._

## 1. Sameness Index

| Category | Weight | Score | What it means |
| --- | --- | --- | --- |
| Messaging | 30% | 66 | The most expensive kind of sameness. A buyer cannot tell what job you do that the others do not. |
| Claims | 30% | 75 | Every shared claim is a line already read on another tab. Cut the ones nobody owns and spend the space on something they cannot. |
| Features | 15% | 68 | Expected in a mature category, and the least alarming of the six. Feature parity is normal; leading with it is the mistake. |
| Proof | 10% | 47 | Same kinds of proof as everyone means the proof stops working as proof. It is scored on the kind of evidence, not on which customers are named. |
| Structure | 10% | 37 | The generic SaaS template — hero, logos, three-feature grid, testimonial, CTA. Familiar is not the same as memorable. |
| Visual | 5% | 51 | Weighted lowest on purpose: buyers rarely decide on this. Worth knowing, rarely worth fixing first. |

**Mostly the same** — Most of your claims are also theirs. Only the details differ.

## 2. Closest competitors

| Competitor | Echoes your claims |
| --- | --- |
| Databricks | 89% |
| DataRobot | 83% |
| Dataiku | 67% |
| Cloudera | 17% |

_Measured from your side: the share of what YOU say that each competitor also says, weighted by where you put it. This is not a Sameness Index — a competitor can echo most of your page and still score low on its own index by saying a great deal you do not._

## 3. Ownable share

**The share of your own page's claim space that is yours to keep.** This is not the inverse of the Sameness Index — it is measured on your claims alone, so the two do not add up to 100 and are not meant to.

24% of your page is unique, relevant and defensible. That is real, and it is a minority of what you say.

- **Distinctive message share:** 33% — prominent space spent on claims no competitor makes.
- **Ownable share:** 24% — the part of that which is also relevant to how buyers choose and hard to copy.

## 4. Where you sound like everyone else

Most of your set makes each of these and you are spending prominent space on them, ranked by how much. **These are not necessarily lines to delete** — some of what a page has to say is unavoidably shared, and claims about what kind of product you are were left out of this list for exactly that reason. The question each one raises is whether it has earned its space.

- **named customers and logos as proof** (Hero, 75% of the set) — also on Databricks, Dataiku, DataRobot
  - _"See how Domino helps the world's most regulated enterprises build, scale, and govern AI-powered applications"_
- **works with your existing tools, clouds and frameworks** (Hero, 75% of the set) — also on Dataiku, DataRobot, Cloudera
  - _"GitHub Copilot, Claude Code, and Codex ship pre-installed in every Domino workspace"_
  - Said your way: nobody else makes this exact claim, but everyone occupies the territory.
- **quantified customer results as proof** (Section, 100% of the set) — also on Databricks, Dataiku, DataRobot, Cloudera
  - _"Moody's reduced an estimated nine-month project to four months"_
- **quantified customer results as proof** (Section, 100% of the set) — also on Databricks, Dataiku, DataRobot, Cloudera
  - _"U.S. Navy: 6 months → 6 days transformed model deployment times"_
- **quantified customer results as proof** (Section, 100% of the set) — also on Databricks, Dataiku, DataRobot, Cloudera
  - _"GSK: 2000+ users onboarded onto the GSK platform"_
- **quantified customer results as proof** (Section, 100% of the set) — also on Databricks, Dataiku, DataRobot, Cloudera
  - _"Moody's increased its model monitoring capability 4x using Domino"_
  - Said your way: nobody else makes this exact claim, but everyone occupies the territory.
- **build, deploy and monitor AI agents** (Section, 75% of the set) — also on Databricks, Dataiku, DataRobot
  - _"Design autonomous agents with any framework, deploy them as governed applications and manage them across their entire lifecycle"_
- **named customers and logos as proof** (Section, 75% of the set) — also on Databricks, Dataiku, DataRobot
  - _"UBS has used Domino for model risk management for 5 years"_
  - Said your way: nobody else makes this exact claim, but everyone occupies the territory.

## 5. Buried gold

Unique, relevant, and sitting in body copy. The cheapest wins here — you already have the differentiation and the page hides it.

- **Faster regulated submissions with lower compliance risk** (Body, 0% of the set)
  - _"Faster clinical trial submissions with lower compliance risk"_

## 6. Claim inventory

| Claim | Type | Placement | Common | Sayability | Relevant | Ownership |
| --- | --- | --- | --- | --- | --- | --- |
| Unified single platform for full data/AI lifecycle | category | Hero | 100% | anyone | yes | Commodity |
| AI that works for your specific business | outcome | Hero | 50% | anyone | no | Contested |
| Trusted by leading/large enterprises | segment | Hero | 50% | some | yes | Contested |
| Supports any language, framework and coding assistant | capability | Hero | 0% | some | yes | Unique and owned |
| Named customer compressed project timeline | proof | Section | 25% | some | yes | Contested |
| Named customer cut deployment time dramatically | proof | Section | 25% | some | yes | Contested |
| Named customer onboarded thousands of users | proof | Section | 25% | some | no | Contested |
| Named customer scaled science/AI across the business | proof | Section | 25% | some | no | Contested |
| Named customer multiplied model monitoring capacity | proof | Section | 0% | some | no | Unique and owned |
| Build and deploy governed autonomous agents across lifecycle | capability | Section | 75% | anyone | yes | Commodity |
| Scales applications securely to thousands of users | capability | Section | 50% | anyone | yes | Contested |
| Enterprise-grade AI must be custom-built, not off-the-shelf | quality | Section | 25% | anyone | no | Contested |
| Long-running deployment at a major bank for model risk | proof | Section | 0% | some | yes | Unique and owned |
| Move from development to production without rewrites | capability | Section | 0% | some | yes | Unique and owned |
| Customer testimonial praising the vendor generally | proof | Section | 50% | anyone | no | Contested |
| Faster model/AI development and delivery | outcome | Section | 50% | anyone | yes | Contested |
| Governance reduces risk and ensures compliance | outcome | Section | 50% | anyone | yes | Contested |
| Lower infrastructure/total cost of ownership | outcome | Section | 50% | anyone | yes | Contested |
| Define policies once, enforce across lifecycle with auditability | capability | Section | 25% | some | yes | Contested |
| Automatic traceability and reproducibility of all work | capability | Section | 0% | some | yes | Unique and owned |
| Faster onboarding of data science users | outcome | Section | 0% | some | no | Unique and owned |
| Shortens model lifecycle time by half | outcome | Section | 0% | some | yes | Unique and owned |
| Faster regulated submissions with lower compliance risk | outcome | Body | 0% | some | yes | Unique and owned |
| Faster, cheaper decisions from unstructured documents | outcome | Body | 0% | some | no | Unique and owned |

## What we compared

- **Domino** (your page) — https://domino.ai/
- **Databricks** — https://www.databricks.com/
- **Dataiku** — https://www.dataiku.com/
- **DataRobot** — https://www.datarobot.com/
- **Cloudera** — https://www.cloudera.com/

## What this does and does not tell you

An AI read each page and wrote down the claims it makes, then grouped the claims that say the same thing. **No score in this report was written by a model** — every number is computed from those groupings in our own code, with the weights shown above.

## The only way to know if it matters

This report can tell you where your messaging overlaps. It cannot tell you whether a buyer would care, or which of your reasons to buy actually land. Put the page in front of real B2B buyers in your target market and ask them.

[Test it with real buyers](https://wynter.com)