Small business▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
2%from 0% in September 2026
Inside the floor by 9 pointsRank 22 → 11 of 103
1 category · RankedDistribution Engine
32Judge labels
3First choices
2Negative labels
8 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10-05.2, every buyer segment counted.
Best standing
4% in Lead routing for enterprise buyers
Rank 16 of 111 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 0% of its 11 labels there were negative.
What the models named instead of Distribution Engine →By buyer segmentRead the same way at every buyer size.
Small business11 of 110
2%10 labels
accepted challenger
Mid-market16 of 111
0%11 labels
accepted challenger
Enterprise4 of 87
4%11 labels
accepted challenger
In lead routing · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading
Standing by category
Every category where a model named Distribution Engine for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Lead routing and management | Sales | 0% | 16 of 111 | 0% | 11 | accepted challenger | ▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Distribution Engine held within the floor in its one category: no change cleared 11 points.
Best category · Lead routing · by segment
Mid-market▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 4% in September 2026
Inside the floor by 7 pointsRank 7 → 15 of 103
Enterprise▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
2%from 0% in September 2026
Inside the floor by 9 pointsRank 14 → 6 of 80
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Lead routing | 4% | 0% | ▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 7 → 16 of 111 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
By model
How each model treated Distribution Engine across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
How each model treated Distribution Engine across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 4 | 0 | 0 | 4 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
By framing
Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct1 labelNone
Paraphrase3 labels1
Comparative7 labelsNone
Budget-constrained2 labels1
Scale-constrained11 labels1
Negative8 labelsNone
First choiceAlternativeMentionNegative32 labels in all, every segment counted; 3 of the 3 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Choose Distribution Engine if: You want Salesforce-native routing with transparent, tiered pricing” Kimi K2 · Lead routing · comparative prompt · alternative
“If you need flexible round-robin logic without a massive platform → Distribution Engine” DeepSeek V4 Flash · Lead routing · comparative prompt · alternative
“Also Salesforce-native; emphasizes operator-managed routing for leads and other objects” GPT-6 Luna · Lead routing · comparative prompt · alternative
“Enterprise Salesforce-Native ... Distribution Engine, Traction Complete.” Gemini 3.5 Flash · Lead routing · scale prompt · alternative
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
No model argued against it.
Named alongside
The products named in the same answers as Distribution Engine, over the 32 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Distribution Engine was named but was not.ShowHide
Named alongside
The products named in the same answers as Distribution Engine, over the 32 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Distribution Engine was named but was not.
ShowHideProductSame answerTook the first choice insteadHead to head
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.
What carried it into the answer
The sites and pages cited by the answers that named Distribution Engine. A fact about retrieval, not a lever on the model.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 32 of the 32 answers that named Distribution Engine and are not a share of its labels.
Domains cited
leandata.com20
avoma.com17
default.com16
guideflow.com14
prospeo.io14
leadangel.com12
wonderchat.io12
chilipiper.com11
blog.hubspot.com10
marketbetter.ai9
135 of the 135 domain citations in answers naming Distribution Engine came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
distributionengine.com is not in Google's top ten for any of the category's searches. In the answers, Distribution Engine takes 0% of first choices and LeadAngel takes 26%.ShowHide
Search and answers
distributionengine.com is not in Google's top ten for any of the category's searches. In the answers, Distribution Engine takes 0% of first choices and LeadAngel takes 26%.
ShowHideIn search
Google, US estimatesPosition for “lead routing and management tool”
–
not in the top ten
Position for “best lead routing and management tool”
–
not in the top ten
- Searches for its name, Google
- 50 a month (“distribution engine”)
- AI search demand for its name, est.
- 89 a month
- Organic visits to its site
- about 1 a month
- Searches its site ranks for
- 3 · 0 in the top three
- Sites linking to it
- 497
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
Ads on Google
None found in Google's ad transparency records for the US
In answers
This editionShare of first choices
0%
rank 16 of 111 in lead routing
Segment leader
26%
LeadAngel
- First choices
- 3 across its categories
- Named in
- 32 answers
- Its own site cited
- in 32 of the answers that named it
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
What it publishes
ShowHide
What it publishes
ShowHideAddresses on distributionengine.com
482
subdomains included
Content
87
counted in the table below
Documentation
343
Product · Integration
15 · 0
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 47 | undated | Scheduling | ||
| Comparison | 17 | undated | |||
| Case study | 9 | undated | |||
| Report or ebook | 7 | 0 | 2025-02-26 | ||
| Glossary or explainer | 7 | 0 | 2025-12-16 | ABM |
Most recent
- 2025-12-16What is booking engine glossary or explainer
- 2025-02-26Be booking type working hours report or ebook
- 2025-02-26Be booking type hosts report or ebook
- 2025-02-26Be booking type settings report or ebook
- 2025-01-21Be booking types report or ebook
- 2025-01-21Installing the booking engine component report or ebook
How it is countedHide how it is counted
Every page distributionengine.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read October 5, 2026.
Names read as Distribution Engine
What the judge wrote, as written, with how often. The vendor table decides that these count as Distribution Engine; a claim can dispute any of them.
Distribution Engine (by NC Squared) 2
Follow Distribution Engine
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
The company
Distribution Engine is its own company.ShowHide
The company
Distribution Engine is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Smart routing & scheduling for Salesforce. No code - just powerful automation that gets the right work to the right rep, right away.
- For
- mature GTM teams
- Price stated
- From $20 per user per month. Free 30-day trial. distributionengine.com
- Starting price
- 20 distributionengine.com
- Free plan or trial
- Free 30-day trial available distributionengine.com
- Customers named
- Clarivate360 LearningZenBusinessBrightcoveG A PartnersG&A PartnersGoTobswift®
- Not stated on the pages read
- Integrations, certifications, hosting
What Distribution Engine's own pages state, read October 5, 2026: distributionengine.com, distributionengine.com/pricing, distributionengine.com/products/booking-engine, distributionengine.com/customer-stories. A claimed page can correct any of them.
Is this your product?
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Distribution Engine's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Distribution Engine, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Distribution Engine by email, built from the raw record of the edition. It shows:
- where Distribution Engine is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Distribution Engine, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.