Revenue intelligence and forecasting · November 2026 Edition
Aviso vs Pipedrive
One of fourteen models named Aviso first on the direct prompt; zero named Pipedrive. Aviso was named by ten of the fourteen models and Pipedrive by seven and Aviso carries 24 labels and Pipedrive 11, so the shares are not directly comparable.
By Aviso AI, Redwood City, United States, founded 2012. Named in one category this edition.
New York City, founded 2010. Named in fourteen categories this edition.
First-choice share7%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate25%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#7A position in a field of 16; printed, not drawn.
Labels2411A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Aviso 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 Aviso · Clari Copilot vs Pipedrive · HubSpot Sales Hub vs Aviso
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.
AvisoFirst choices, of fourteen modelsPipedrive
Direct10
Paraphrase302 against Aviso
Comparative00
Budget-constrained01
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 Aviso and Pipedrive stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | | | | |
Aviso Pipedrive first choice named as an alternative argued againstblank: not namedEach cell is one answer, Aviso on the left and Pipedrive on the right.The direct prompt
The plain question, one answer per model, grouped by where Aviso and Pipedrive stood in it.
Aviso first, Pipedrive not the choice
1 of 14 modelsPipedrive 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
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.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
MiniMax M2.5HubSpot Sales Hub alternatives: Aviso, Gong Revenue Intelligence Platform, Outreach, Salesloft with Clari Forecast
Muse Glimmer 30BClari Copilot, Gong Revenue Intelligence Platform alternatives: Aviso, HubSpot Sales Hub, Salesforce Revenue Intelligence
Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Terret alternatives: Chorus by ZoomInfo, HubSpot Sales Hub, Oliv, Revenue Grid
GPT-5.4 miniClari Copilot alternatives: Gong Revenue Intelligence Platform, Salesforce Revenue Intelligence
Gemini 3.5 FlashClari Copilot, Gong Revenue Intelligence Platform alternatives: BoostUp, HubSpot Sales Hub, Weflow
Perplexity SonarHubSpot Sales Hub alternatives: Aleph, Clari Copilot, Cube, Datarails, Weflow
Grok 4.20Clari Copilot alternatives: Avoma, Gong Revenue Intelligence Platform, HubSpot Sales Hub, Revenue Grid
Llama 4 MaverickHubSpot Sales Hub alternatives: Gong Revenue Intelligence Platform, Outreach, Planful, 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
GPT-6 LunaWeflow alternatives: Clari Copilot, Gong Revenue Intelligence Platform, HubSpot Sales Hub
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
Pipedrive leads by twenty-five points.
Pipedrive25%#3 of 13Aviso0%#– of 13Mid-marketThe figures above
The order flips: Aviso leads at mid-market.
Aviso7%#5 of 16Pipedrive2%#7 of 16Enterprise
Pipedrive is not named for this buyer.
Aviso9%#3 of 14Pipedrive—not namedWhat 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
What the models said about Pipedrive
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Pipedrive is best for small teams that want simple, affordable forecasting, with pricing starting from approximately $14/user/month” Claude Haiku 4.5 · budget prompt · first choice
Also compared
Clari Copilot vs AvisoClari Copilot vs PipedriveHubSpot Sales Hub vs AvisoHubSpot Sales Hub vs PipedriveAvoma vs AvisoAvoma vs PipedriveGong Revenue Intelligence Platform vs AvisoGong Revenue Intelligence Platform vs PipedriveAviso vs WeflowAviso vs Revenue GridWeflow vs PipedrivePipedrive vs Revenue GridAll twenty-eight head-to-head pages and the full revenue intel standing
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.