# Your page scores 55 out of 100 for sameness against the 3 competitors you named.

Parts of your page are genuinely your own — but the features you list is where you and StackAI start to sound the same.

- **Your page:** https://xpander.ai/
- **Compared against:** StackAI (stackai.com), Dust (dust.tt), Credal (credal.ai)
- **Sameness Index:** 55 — Half shared
- **Ownable share:** 8% (of 37% distinctive)
- **Report:** https://grader.wynter.com/c/xpander-ai-S1pPXS4

**How you compare · vs 366 SaaS sites** — 1 point less same than the average SaaS site. The average SaaS site scores 56; you scored 55. You are less same than 201 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._

> With 3 competitors, commonness can only take 4 distinct values. The figures are honest at that resolution and no finer.

## 1. Sameness Index

| Category | Weight | Score | What it means |
| --- | --- | --- | --- |
| Messaging | 30% | 57 | The most expensive kind of sameness. A buyer cannot tell what job you do that the others do not. |
| Claims | 30% | 33 | 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% | 85 | Expected in a mature category, and the least alarming of the six. Feature parity is normal; leading with it is the mistake. |
| Proof | 10% | not measured | Not enough on either page to compare. |
| Structure | 10% | 78 | The generic SaaS template — hero, logos, three-feature grid, testimonial, CTA. Familiar is not the same as memorable. |
| Visual | 5% | 40 | Weighted lowest on purpose: buyers rarely decide on this. Worth knowing, rarely worth fixing first. |

**Half shared** — About half your claims are also on competitor pages.

## 2. Closest competitors

| Competitor | Echoes your claims |
| --- | --- |
| StackAI | 69% |
| Credal | 49% |
| Dust | 48% |

_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.

Only 8% of your page is unique, relevant to how buyers choose, and hard to copy. That is the number to move.

- **Distinctive message share:** 37% — prominent space spent on claims no competitor makes.
- **Ownable share:** 8% — 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.

- **central governance and policy control over agents** (Hero, 100% of the set) — also on StackAI, Dust, Credal
  - _"Move laptop agents to the cloud"_
- **central governance and policy control over agents** (Section, 100% of the set) — also on StackAI, Dust, Credal
  - _"One place defines who can run each agent, what it can reach, and what needs human approval"_
- **connects to your existing systems and tools** (Section, 100% of the set) — also on StackAI, Dust, Credal
  - _"Connected to the systems your business already runs on"_
- **full auditability and visibility of agent actions** (Section, 100% of the set) — also on StackAI, Dust, Credal
  - _"Full visibility into every agent action and decision"_
  - Said your way: nobody else makes this exact claim, but everyone occupies the territory.
- **shared workspace where people and agents collaborate** (Section, 67% of the set) — also on Dust, Credal
  - _"One team builds an agent. The whole company uses it"_
- **shared workspace where people and agents collaborate** (Section, 67% of the set) — also on Dust, Credal
  - _"Agents and the people who use them work in the same place, with every action scoped and audited"_
- **full auditability and visibility of agent actions** (Body, 100% of the set) — also on StackAI, Dust, Credal
  - _"Every action is logged: runs, approvals, failures, with spend attributed per task"_
- **connects to your existing systems and tools** (Body, 100% of the set) — also on StackAI, Dust, Credal
  - _"Agents work where people already do: Slack, Teams, ChatGPT, Claude, and the Omni UI"_

## 5. Buried gold

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

- **Runs existing coding agent harnesses (Claude Code, Codex)** (Body, 0% of the set)
  - _"Runs harnesses: Claude Code, Codex, OpenCode, Your own"_
- **Every agent has a named identity tied to a human** (Body, 0% of the set)
  - _"Every agent has a named identity, and every action ties back to a specific human"_
- **Actions and data access run through a secure governed path** (Body, 0% of the set)
  - _"Run actions and pull data through a secure, governed path, not a workaround"_
- **Credentials vaulted so the model never sees secrets** (Body, 0% of the set)
  - _"Credentials come from a vault at the moment of use, so the model never sees a secret"_
- **Agents complete long multi-step work with budget controls** (Body, 0% of the set)
  - _"Agents carry long, multi-step work across many systems to completion, with budget controls built in"_

## 6. Claim inventory

| Claim | Type | Placement | Common | Sayability | Relevant | Ownership |
| --- | --- | --- | --- | --- | --- | --- |
| Move laptop/individual agents into a governed shared environment | capability | Hero | 33% | some | yes | Contested |
| Central place to set permissions and approval policy | capability | Section | 100% | anyone | yes | Commodity |
| Connects to the systems and data you already run | capability | Section | 100% | anyone | yes | Commodity |
| Model-agnostic: works with any LLM, no lock-in | category | Section | 100% | anyone | yes | Commodity |
| One integrated stack for the whole agent lifecycle | category | Section | 100% | anyone | yes | Commodity |
| Full visibility into every agent action | outcome | Section | 0% | anyone | yes | Unique for now |
| Agents built by one team get shared and reused company-wide | outcome | Section | 33% | some | yes | Contested |
| People and agents collaborate in a shared scoped workspace | capability | Section | 33% | anyone | yes | Contested |
| Working agents live in days or minutes, not months | outcome | Section | 33% | anyone | yes | Contested |
| No setup or infrastructure project required | quality | Section | 0% | anyone | yes | Unique for now |
| Agents available to every team across the business | segment | Section | 0% | anyone | no | Unique for now |
| Natural-language agent builder creates agents for you | category | Section | 0% | anyone | yes | Unique for now |
| Audit logs with per-task spend attribution | capability | Body | 67% | some | yes | Commodity |
| Agents delivered inside Slack, Teams, and chat tools people already use | capability | Body | 33% | some | yes | Contested |
| Invoke the platform from inside existing chat tools | capability | Body | 33% | some | yes | Contested |
| Carry over skills and context already built elsewhere | capability | Body | 0% | some | no | Unique and owned |
| Runs existing coding agent harnesses (Claude Code, Codex) | capability | Body | 0% | some | yes | Unique and owned |
| Deploy in your own environment: VPC, on-prem, air-gapped | capability | Body | 67% | some | yes | Commodity |
| Agents act as the invoking user via your identity provider, inheriting permissions | capability | Body | 33% | some | yes | Contested |
| Every agent has a named identity tied to a human | capability | Body | 0% | some | yes | Unique and owned |
| Actions and data access run through a secure governed path | quality | Body | 0% | anyone | yes | Unique for now |
| Credentials vaulted so the model never sees secrets | capability | Body | 0% | some | yes | Unique and owned |
| Agents complete long multi-step work with budget controls | capability | Body | 0% | some | yes | Unique and owned |

## What we compared

- **xpander.ai** (your page) — https://xpander.ai/
- **StackAI** — https://www.stackai.com/
- **Dust** — https://dust.tt/
- **Credal** — https://credal.ai/

## 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)