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Revenue intelligence and forecasting · November 2026 Edition

HubSpot Sales Hub vs Aviso

Three of fourteen models named HubSpot Sales Hub first on the direct prompt; one named Aviso. HubSpot Sales Hub was named by fourteen of the fourteen models and Aviso by ten and HubSpot Sales Hub carries 45 labels and Aviso 24, so the shares are not directly comparable.

HubSpot Sales Hub

accepted challenger

By HubSpot, Cambridge, United States, founded 2006. Named in twenty-two categories this edition.

Aviso

criticized challenger

By Aviso AI, Redwood City, United States, founded 2012. Named in one category this edition.

First-choice share20%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate2%25%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#5A position in a field of 16; printed, not drawn.
Labels4524A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, HubSpot Sales Hub reading right to left. Rank and label count are printed, not drawn.Gong Revenue Intelligence Platform was named alongside these two in eleven of the fourteen direct answers. Clari Copilot vs HubSpot Sales Hub · Clari Copilot vs Aviso · HubSpot Sales Hub vs Avoma

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the revenue intelligence and forecasting page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
HubSpot Sales HubFirst choices, of fourteen modelsAviso
Direct31
Paraphrase232 against Aviso
Comparative00
Budget-constrained601 against HubSpot Sales Hub
Scale-constrained00
Negative004 against Aviso
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where HubSpot Sales Hub and Aviso stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
HubSpot Sales Hub Aviso first choice named as an alternative argued againstblank: not namedEach cell is one answer, HubSpot Sales Hub on the left and Aviso on the right.

The direct prompt

The plain question, one answer per model, grouped by where HubSpot Sales Hub and Aviso stood in it.

HubSpot Sales Hub first, Aviso an alternative

3 of 14 modelsAviso was named in the answer but not as the choice, or not at all.
Perplexity SonarHubSpot Sales Hub alternatives: Aleph, Clari Copilot, Cube, Datarails, Weflow
Llama 4 MaverickHubSpot Sales Hub alternatives: Gong Revenue Intelligence Platform, Outreach, Planful, Salesforce Revenue Intelligence
MiniMax M2.5HubSpot Sales Hub alternatives: Aviso, Gong Revenue Intelligence Platform, Outreach, Salesloft with Clari Forecast

Aviso first, HubSpot Sales Hub not the choice

1 of 14 modelsHubSpot Sales Hub was named in the answer but not as the choice, or not at all.
Mistral SmallAviso, Revenue.io alternatives: Aleph, Clari Forecast, Forecastio, Gong Forecast

Neither was the first choice, one was named

7 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5Terret alternatives: Chorus by ZoomInfo, HubSpot Sales Hub, Oliv, Revenue Grid
Gemini 3.5 FlashClari Copilot, Gong Revenue Intelligence Platform alternatives: BoostUp, HubSpot Sales Hub, Weflow
Grok 4.20Clari Copilot alternatives: Avoma, Gong Revenue Intelligence Platform, HubSpot Sales Hub, Revenue Grid
DeepSeek V4 FlashBoostUp alternatives: Aviso, Gong Revenue Intelligence Platform, HubSpot Sales Hub
Kimi K2Clari Copilot alternatives: Aviso, Gong Revenue Intelligence Platform, HubSpot Sales Hub, Oliv
GPT-6 LunaWeflow alternatives: Clari Copilot, Gong Revenue Intelligence Platform, HubSpot Sales Hub
Muse Glimmer 30BClari Copilot, Gong Revenue Intelligence Platform alternatives: Aviso, HubSpot Sales Hub, Salesforce Revenue Intelligence

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniClari Copilot alternatives: Gong Revenue Intelligence Platform, Salesforce Revenue Intelligence
Qwen 3.7 FlashGong Revenue Intelligence Platform alternatives: Aleph, Clari Copilot, Terret.ai
GLM 4.7 FlashXClari Copilot alternatives: Gong Revenue Intelligence Platform, InsightSquared

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
HubSpot Sales Hub leads by twenty-six points.
HubSpot Sales Hub26%#1 of 13
Aviso0%#– of 13
The full small business standing →
Mid-marketThe figures above
HubSpot Sales Hub leads by thirteen points.
HubSpot Sales Hub20%#2 of 16
Aviso7%#5 of 16
The full mid-market standing →
Enterprise
The order flips: Aviso leads at enterprise.
Aviso9%#3 of 14
HubSpot Sales Hub0%#– of 14
The full enterprise standing →

What the models said about HubSpot Sales Hub

No label in this category carried a quote.

What the models said about Aviso

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.

“What to Avoid: - Aviso – Powerful AI ... but enterprise-focused and likely overkill for mid-market needs.” Kimi K2 · paraphrase prompt · hard negative
“not consistently recommended as a top choice. Buyers should carefully assess its AI call intelligence accuracy” Mistral Small · negative prompt · soft negative
“More enterprise-oriented; powerful AI but likely overkill for smaller mid-market” DeepSeek V4 Flash · paraphrase prompt · soft negative
“Best for mid-market to enterprise teams needing deep pipeline analytics and AI-native forecasting... Aviso is a strong alternative.” Mistral Small · paraphrase prompt · first choice
“Clari or Aviso | Best-in-class data enforcement and "Truth" engine.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Revenue.io and Aviso are standout choices” Mistral Small · direct prompt · first choice
Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.