18 AI models · 14 categories
Which brand does AI recommend?
We put one buyer question to every major model, over and over, and rank what comes back. Your brand already has an answer.
“What are the best no-code platforms for a company to build internal workflows and apps without developers?”
- #1Airtable8271
- #2Microsoft Power Apps5443
- #3Zapier3926
Brand score: 100 points for rank 1 down to 20 for rank 5, no mention = 0, averaged over every answer. First choice scores the same answers so that being named first counts far above the rest.
Three ways to explore
Where do you want to start?
- 01Category Rankings14 categories, one buyer question each↓
- 02Brand EvalsTwo brands, one choice, different contexts→
- 03Field NotesThe patterns behind the rankings↗
How it works
- We ask AI models brand questions to discover their preferences
- Each question is repeated many times to measure variability
- We can cover every major public model
- Results become category studies, brand comparisons and cross-category, cross-model studies
Coca-Cola or Pepsi
“Which brand would you recommend?” 2 options, 3 different contexts.
typesafe-ai/jev · 25 runs per context · 75 calls
No context. The question alone.
I do not care about brands — I care about taste.
Christmas is always the most important holiday for me!
Apple iPhone or Android
“Which brand would you recommend?” 2 options, 3 different contexts.
typesafe-ai/jev · 25 runs per context · 75 calls
No context. The question alone.
I already own a MacBook, an iPad and AirPods.
I drop my phone at least once a week.
BMW or Mercedes-Benz
“Which brand would you recommend?” 2 options, 4 different contexts.
typesafe-ai/jev · 25 runs per context · 100 calls
No context. The question alone.
I never use my turn signal and weave through traffic like it owes me money.
I'm a dentist and my car is parked outside my clinic all day.
I just got my first big promotion and want a car that celebrates it.
Nike or Adidas
“Which brand would you recommend?” 2 options, 3 different contexts.
typesafe-ai/jev · 25 runs per context · 75 calls
No context. The question alone.
I care about how it looks, not how it performs.
I'm training for my first marathon.
Hoka or On
“Which brand would you recommend?” 2 options, 3 different contexts.
typesafe-ai/jev · 25 runs per context · 75 calls
No context. The question alone.
I am preparing for a marathon
I'm a 50-year-old suburban dad who just discovered running and won't shut up about it.
Slack or Microsoft Teams
“Which brand would you recommend?” 2 options, 3 different contexts.
typesafe-ai/jev · 25 runs per context · 75 calls
No context. The question alone.
Our company already pays for the Microsoft 365 suite.
I'm a designer at a 10-person startup and half the team is on personal Gmail.
ChatGPT or Claude
“Which brand would you recommend?” 2 options, 3 different contexts.
typesafe-ai/jev · 25 runs per context · 75 calls
No context. The question alone.
I am a developer and own a cat!
I'm a fiction writer working on my first novel.
ChatGPT, Claude or Grok
“Which brand would you recommend?” 3 options, 3 different contexts.
typesafe-ai/jev · 25 runs per context · 75 calls
No context. The question alone.
- ChatGPTpicked 25/2564%±2%
- Claudepicked 0/2533%±2%
- Grokpicked 0/253%±0%
I stopped talking to my friends because they are woke wackos believing in climate change and free healthcare. I do not need friends — Bitcoin is going up.
- Grokpicked 25/2578%±2%
- ChatGPTpicked 0/2513%±1%
- Claudepicked 0/258%±1%
I have an Elon tattoo on my forehead.
- Grokpicked 25/2589%±1%
- ChatGPTpicked 0/259%±1%
- Claudepicked 0/252%±0%
Request your own Eval!
Tell us which brands to put against each other and the contexts to ask under — we run it with Jev and send the numbers back.
What CRM software would you recommend?
14 AI models · 134 answers · ranked by score
- Models
- 14
- Answers
- 134
- Brands named
- 9
What CRM software would you recommend?
14 AI models · 134 answers · ranked by score
ordered by brand score: 100 pts for rank 1 → 20 for rank 5 · no mention = 0
- #1HubSpot95brand score88first choice12345
- #2Salesforce85brand score62first choice
- #3Zoho53brand score30first choice
- #4Pipedrive38brand score25first choice
- #5Microsoft Dynamics 36521brand score15first choice
Show 4 moreShow less
- #6Freshsales7brand score7first choice
- #7ActiveCampaign0brand score0first choice
- #8Monday CRM0brand score0first choice
- #9Zendesk0brand score0first choice
Each bar covers the middle half of one model’s answers (Q1–Q3); the line inside it is that model’s median rank for the times it recommended the brand. The badge under a brand says how far apart the models are on it, and “first choice” scores rank 1 far above the rest — a brand can place well overall and still rarely lead an answer.
Swipe left for the full report
Brand by model
Median rank each model gave each brand.
Scroll the table sideways to see every model →
| deepseek-v4.1-flash | gpt-6-astra | gemini-3.8-flash | gemini-3.7-flash | grok-4.6 | qwen3.8-max | claude-opus-5 | gemini-3.5-flash-lite | kimi-k3 | gpt-5.6-luna | gpt-5.6-sol | gpt-5.6-terra | mistral-medium-3.5 | claude-haiku-4.5 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HubSpot | 1.0 | 1.0 | 1.0 | 1.0 | 2.0 | 1.0 | 1.0 | 2.0 | 1.0 | 2.0 | 1.0 | 1.0 | 1.0 | 2.0 |
| Salesforce | 2.0 | 2.0 | 2.0 | 2.0 | 1.0 | 2.0 | 2.0 | 1.0 | 2.0 | 1.0 | 2.0 | 2.0 | 2.0 | 1.0 |
| Zoho | 4.0 | 3.0 | 3.0 | 3.0 | 3.5 | 3.0 | 4.0 | 3.0 | 3.0 | 4.0 | 3.0 | 3.0 | 3.0 | 4.0 |
| Pipedrive | 4.0 | 4.0 | 4.0 | 4.0 | 5.0 | 4.0 | 3.0 | 4.0 | 4.0 | 5.0 | 4.5 | 4.0 | 4.0 | 4.5 |
| Microsoft Dynamics 365 | 5.0 | 5.0 | — | — | 3.5 | 5.0 | 5.0 | — | 5.0 | 3.0 | 4.0 | 5.0 | — | 3.0 |
| Freshsales | 5.0 | — | 5.0 | 5.0 | — | 5.0 | — | 5.0 | — | — | 5.0 | 5.0 | 5.0 | — |
| ActiveCampaign | — | — | — | — | — | — | — | 3.0 | — | — | — | — | — | — |
| Monday CRM | — | — | — | — | — | 5.0 | — | — | — | — | — | 5.0 | — | — |
| Zendesk | — | — | — | 5.0 | — | — | — | — | — | — | — | — | — | 5.0 |
A dash means that model never named the brand in any of its runs. Deeper blue is better: rank 1 is the brand a model would recommend first.
Where the models disagree
1 of 9 brands split the panel. Each mark is one model's score for the brand, on the same 0–100 scale as the ranking.
- #5Microsoft Dynamics 3650100
gemini-3.5-flash-lite 0 → gpt-5.6-luna 60 · 4 of 14 never named it
- from here down, the models agree
- #3Zoho0100
claude-haiku-4.5 30 → mistral-medium-3.5 60
- #6Freshsales0100
claude-haiku-4.5 0 → mistral-medium-3.5 20 · 6 of 14 never named it
- #4Pipedrive0100
gpt-5.6-luna 20 → claude-opus-5 52
- #1HubSpot0100
claude-haiku-4.5 82 → mistral-medium-3.5 100
- #2Salesforce0100
claude-opus-5 80 → claude-haiku-4.5 98
A hollow mark is a model that never named the brand in any of its runs, which scores 0. Agreement is not endorsement — a brand every model ignores equally agrees just as tightly as one they all rank first.
Named, and named first
Across → how frequently the panel names the brand at all.
Up ↑ how often the answers that name it put it first.
- 1HubSpot100/76
- 2Salesforce100/24
- 3Zoho99/0
- 4Pipedrive99/0
- 5Microsoft Dynamics 36563/0
- 6Freshsales34/0
- 7ActiveCampaign1/0
- 8Monday CRM2/0
The horizontal line sits at 20% — the rate a named brand would lead at if the models were picking one of its 5 slots at random. Above it they are choosing it first on purpose. Both figures average across models, so a thinly sampled model counts the same as a heavily sampled one.
What the models actually said
- Models
- 14
- Answers
- 134
HubSpot leads with a score of 95 of 100, ranked by 14 of 14 models.
The AI panel converges tightly on HubSpot and Salesforce as the top two CRM platforms, yet splits sharply on which should lead. Ten models placed HubSpot first, emphasizing its ease of use, functional free tier, and speed to value for small and mid-sized teams. The remaining four led with Salesforce, citing its unmatched customization depth, AppExchange ecosystem, and enterprise scalability. Both camps agree on the substance—HubSpot is more approachable, Salesforce more powerful—but differ on whether simplicity or configurability should drive a default recommendation when the buyer's needs are unspecified.
- 100claude-opus-580
- 100gemini-3.7-flash80
- 100gemini-3.8-flash80
- 100gpt-5.6-sol80
- 100gpt-5.6-terra80
- 100gpt-6-astra80
- 100mistral-medium-3.580
- 98deepseek-v4.1-flash82
- 98qwen3.8-max82
- 96kimi-k384
- 88grok-4.692
- 86gemini-3.5-flash-lite94
- 86gpt-5.6-luna94
- 82claude-haiku-4.598
HubSpot ahead on 10 of 14 models
Zoho occupies a stable third position across most models, valued for exceptional feature breadth at a fraction of the price of the leaders, yet consistently docked for a less polished interface and weaker support. The models show broad agreement here: Zoho is the best value pick when budget is a primary constraint, but ease of use and ecosystem maturity keep it out of the top tier. Review aggregators G2www.g2.com/categories/crm×271 and Capterra×55 dominate the recalled sources for all three leaders, reinforcing shared themes of usability, pricing, and feature depth drawn from user reviews rather than vendor claims.
Pipedrive earns universal recognition as a sales-focused specialist, landing at median rank four across the panel. Every model emphasizes its visual pipeline management and fast adoption among sales reps, yet none ranked it first, reflecting consensus that its narrow scope—thin on marketing automation, service, and reporting—limits its appeal as an all-in-one platform. The reasoning is remarkably uniform: Pipedrive excels at deal tracking but companies often outgrow it or require integrations to cover non-sales functions.
Microsoft Dynamics 365 · 60 points apart on a 0–100 scale
Microsoft Dynamics 365 divides the panel more than any other brand. Four models omitted it entirely, while two placed it at rank three, yielding a standard deviation of 19.3. The core split is hypothesized to reflect whether a model privileges Microsoft ecosystem fit—where Dynamics 365 delivers meaningful integration with Teams, Power Platform, and Azure—or judges it against general-purpose CRM criteria, where implementation complexity, licensing confusion, and partner dependency weigh heavily. Models citing Gartner Magic Quadrant for Sales Force Automation×18 and Microsoft's own documentation consistently note that while the platform is powerful, it typically requires specialized expertise and substantial configuration effort, raising total cost of ownership and time-to-value.
Freshsales, ActiveCampaign, Monday CRM, and Zendesk register minimal presence. Freshsales appears in eight models but always at rank five, praised for accessibility and built-in telephony yet faulted for a less mature ecosystem and limited scalability. ActiveCampaign surfaces in only one model, framed as a marketing-automation hybrid rather than a core CRM. Monday CRM and Zendesk each appear in two models at rank five, characterized respectively as a project management tool stretching into CRM territory and a customer support platform with shallow sales capabilities. The near-absence of these brands suggests the panel views them as specialized tools for specific use cases rather than contenders in a general CRM evaluation.
What shaped the answers
107 sources across 1875 references, grouped by site from 379 recalled names. The top 5 carry 60% of them.
Sources are what each model recalled as having shaped its view. It does not mean that the sources were actually used in training. Recalled URLs might also be invalid or hallucinated.
g2.com
- ×341/categories/crm
- ×45/products/pipedrive/reviews
- ×43/products/zoho-crm/reviews
- ×33/products/salesforce-sales-cloud/reviews
- ×19/products/freshsales/reviews
- ×17/products/hubspot-crm/reviews
- ×15/products/microsoft-dynamics-365-sales/reviews
- ×15named without a URL
- ×10/products/salesforce/reviews
- ×8/products/hubspot-sales-hub/reviews
- ×8/products/hubspot/reviews
- ×6/products/microsoft-dynamics-365/reviews
- ×4/
- ×1/products/activecampaign/reviews
- ×1/products/hubspot-crm
- ×1/products/microsoft-dynamics-365-for-sales/reviews
- ×1/products/pipedrive
- ×1/products/salesforce-crm/reviews
- ×1/products/salesforce-lightning-platform/reviews
- ×1/products/zendesk-sell/reviews
- ×1/products/zoho-crm
HubSpot
also named HubSpot CRM
Summary
How AI models perceive HubSpot
HubSpot commands near-universal endorsement across the panel, earning a brand score of 95.29 and appearing in the rankings of all 14 models. The consensus is tightly clustered: per-model scores span 82–100 with a standard deviation of only 6.4, indicating the models agree strongly on its value. Ten models placed it first in every run or nearly every run, while the remaining four typically ranked it second, still awarding it a first-choice score of 88.21. The main themes behind this acclaim are usability and rapid adoption, a genuinely functional free tier, and unified marketing-sales-service integration. Models consistently cite G2×15 (mentioned 91 times), Capterra×55 (51 times), and direct HubSpot product pages (46 times) to support claims that the platform is intuitive, scales smoothly from startup to mid-market, and reduces onboarding friction compared to enterprise-oriented alternatives. A recurring caveat is that pricing escalates sharply as contact volumes and premium hubs are added, but this trade-off is almost always framed as acceptable given the platform's overall accessibility and ecosystem depth.
The handful of models that did not rank HubSpot first typically placed Salesforce above it on the grounds of deeper enterprise customization or industry-specific capabilities, yet still awarded HubSpot strong scores for its approachability and faster time-to-value. This pattern reflects a shared view that HubSpot excels at reducing complexity and driving adoption for small and mid-sized teams, even if it may lack some advanced configurability needed by large enterprises. The convergence on these strengths, backed by a wide range of review platforms and direct product documentation, underscores that the models perceive HubSpot as the most broadly applicable CRM when specific vertical or scale requirements are not known.
“HubSpot provides the best combination of usability, a genuinely functional free tier, and an integrated suite covering marketing, sales, and service, making it the safest general recommendation despite costs escalating as contact volumes and premium features increase.”
“HubSpot is the strongest general recommendation because it combines an approachable interface, a useful free tier, and well-integrated sales, marketing, and service tools.”
Per model summary
- claude-opus-5
- brand score
- 100
- first choice
- 100
- median rank
- 1.0
- present in
- 10/10
HubSpot provides the best combination of usability, a genuinely functional free tier, and an integrated suite covering marketing, sales, and service, making it the safest general recommendation despite costs escalating as contact volumes and premium features increase.
- deepseek-v4.1-flash
- brand score
- 98
- first choice
- 95
- median rank
- 1.0
- present in
- 10/10
HubSpot is the most broadly recommendable CRM because it balances intuitive usability, a useful free tier, and tightly integrated marketing-sales-service tools that scale well, though costs rise at higher tiers.
- gemini-3.7-flash
- brand score
- 100
- first choice
- 100
- median rank
- 1.0
- present in
- 8/8
HubSpot offers an exceptionally intuitive interface combined with a robust free tier and seamless integration across marketing, sales, and service hubs, delivering the best overall balance of usability, scalability, and rapid time-to-value.
- gemini-3.8-flash
- brand score
- 100
- first choice
- 100
- median rank
- 1.0
- present in
- 10/10
HubSpot earns top rank through its exceptionally intuitive interface and seamless scalability from a generous free tier to enterprise-grade capabilities, unifying marketing, sales, and service without complex technical overhead.
- gpt-5.6-sol
- brand score
- 100
- first choice
- 100
- median rank
- 1.0
- present in
- 8/8
HubSpot is the strongest general recommendation because it combines an approachable interface, a useful free tier, and tightly integrated marketing, sales, and service tools, though costs can rise significantly with advanced features and contacts.
- gpt-5.6-terra
- brand score
- 100
- first choice
- 100
- median rank
- 1.0
- present in
- 8/8
HubSpot is the strongest all-around recommendation for small and midsize teams because its approachable CRM connects naturally with marketing, sales, and service workflows with a useful free tier, though costs can rise as advanced hubs and seats are added.
- gpt-6-astra
- brand score
- 100
- first choice
- 100
- median rank
- 1.0
- present in
- 10/10
HubSpot is the best default recommendation when requirements are unknown because it combines an approachable CRM with connected sales, marketing, and service tools, though costs can rise substantially as advanced features and usage expand.
- kimi-k3
- brand score
- 96
- first choice
- 90
- median rank
- 1.0
- present in
- 10/10
HubSpot offers the best balance of power and usability with a genuinely functional free tier and an intuitive interface that drives fast adoption, though costs climb steeply as teams scale into higher tiers and add contacts.
- mistral-medium-3.5
- brand score
- 100
- first choice
- 100
- median rank
- 1.0
- present in
- 10/10
HubSpot offers a highly intuitive and user-friendly CRM with a robust free tier and seamless integration of marketing, sales, and service tools, making it ideal for small to mid-sized businesses seeking a comprehensive solution.
- qwen3.8-max
- brand score
- 98
- first choice
- 95
- median rank
- 1.0
- present in
- 10/10
HubSpot is recommended first for small and midsize teams because it is easy to adopt, combines marketing, sales, and service in one approachable interface, and offers a useful free tier, though costs can rise with advanced needs.
- claude-haiku-4.5
- brand score
- 82
- first choice
- 55
- median rank
- 2.0
- present in
- 10/10
HubSpot balances ease of use with comprehensive features, offering a free tier and strong marketing integration that makes it accessible for small to mid-sized businesses, though it may lack enterprise-level customization.
- gemini-3.5-flash-lite
- brand score
- 86
- first choice
- 65
- median rank
- 2.0
- present in
- 10/10
HubSpot is distinguished by its exceptionally user-friendly interface and seamless integration of marketing, sales, and service hubs, creating a cohesive platform that drives high adoption rates for growing businesses.
- gpt-5.6-luna
- brand score
- 86
- first choice
- 65
- median rank
- 2.0
- present in
- 10/10
HubSpot is particularly suitable for small and midsize businesses seeking an approachable CRM with tightly integrated marketing, sales, and service tools, featuring a strong free tier though costs can rise as advanced features are added.
- grok-4.6
- brand score
- 88
- first choice
- 70
- median rank
- 2.0
- present in
- 10/10
HubSpot delivers an intuitive, inbound-focused CRM with a robust free tier and seamless integration of marketing, sales, and service tools, particularly strong for growing businesses due to ease of use and minimal setup requirements.
Sources per model
Each model’s own references for this brand, grouped by site. Tile area is that site’s share of the model’s references; tap one for the pages behind it.
capterra.com
g2.com
- ×5/products/hubspot-crm/reviews
- ×1/products/hubspot-sales-hub/reviews
- ×1named without a URL
g2.com
- ×5/products/hubspot-crm/reviews
- ×3G2 CRM Software /categories/crm
- ×2/products/hubspot-sales-hub/reviews
Sources are what each model recalled as having shaped its view. It does not mean that the sources were actually used in training. Recalled URLs might also be invalid or hallucinated.
Salesforce
also named Salesforce CRM
Summary
How AI Models Perceive Salesforce
Salesforce commands exceptional consensus as the CRM industry leader, earning a brand score of 84.71 and appearing in every model's ranking. The models agree closely on its strengths—customization depth, AppExchange ecosystem, enterprise scalability, and market dominance—with per-model scores spanning only 80 to 98. Yet this agreement masks a telling split in recommendation strategy: half the panel placed it first, while the other half consistently ranked it second behind simpler alternatives like HubSpot. The core tension is identical across models: Salesforce offers unmatched power and flexibility, but that capability comes with implementation complexity, administrative overhead, and total cost that many judge excessive for smaller teams or straightforward needs. Models citing G2www.g2.com/categories/crm×271, Gartner Magic Quadrant×28, and Forrester Wave×17 uniformly describe it as the gold standard for complex enterprise workflows, yet recommend it second when ease of deployment matters more than configurability.
Salesforce · 18 points apart on a 0–100 scale
The reasoning behind the second-place ranks is remarkably uniform: Salesforce is "overkill" or "excessive" for teams without dedicated admins, a higher budget, or genuinely complex processes. Models that ranked it first emphasize that its comprehensive feature set, AI capabilities, and partner network justify the investment at scale, while those ranking it second argue that most buyers would be better served by a platform they can deploy quickly. Both camps agree on the substance—Salesforce is the most capable, customizable, and extensible CRM available—but differ on whether to prioritize power or simplicity as the default recommendation. The sources reinforce this duality: analyst rankings consistently place Salesforce as a Leader, while user review aggregators highlight the steep learning curve and cost themes that keep it from being universally appropriate.
“Salesforce is the market leader with unmatched customization, AppExchange ecosystem, and enterprise-grade reporting and governance, making it the default choice for large or complex sales organizations.”
“Salesforce is the strongest overall choice for organizations that need a highly capable, scalable CRM with extensive customization, automation, analytics, and integrations.”
Per model summary
- claude-haiku-4.5
- brand score
- 98
- first choice
- 95
- median rank
- 1.0
- present in
- 10/10
Salesforce is consistently described as the market leader offering unmatched scalability, comprehensive features, extensive customization, and a strong ecosystem of integrations, though it requires higher investment and has a steeper learning curve.
- gemini-3.5-flash-lite
- brand score
- 94
- first choice
- 85
- median rank
- 1.0
- present in
- 10/10
Salesforce is repeatedly identified as the industry leader and enterprise titan offering unmatched scalability, customization, and ecosystem depth, though its steep learning curve and high cost present challenges for smaller organizations.
- gpt-5.6-luna
- brand score
- 94
- first choice
- 85
- median rank
- 1.0
- present in
- 10/10
Salesforce is consistently recommended as the strongest overall choice for highly capable, scalable CRM with extensive customization, automation, analytics, and integrations, particularly suited to larger or complex organizations despite higher implementation complexity and cost.
- grok-4.6
- brand score
- 92
- first choice
- 80
- median rank
- 1.0
- present in
- 10/10
Salesforce is described as the market-leading and most powerful CRM with unmatched customization, scalability, vast ecosystem, and Einstein AI capabilities, though its complexity and higher cost are acknowledged as barriers for smaller organizations.
- claude-opus-5
- brand score
- 80
- first choice
- 50
- median rank
- 2.0
- present in
- 10/10
Salesforce is positioned as the market-share leader and most extensible platform with an unmatched AppExchange ecosystem, ideal for complex enterprise needs but ranked lower due to cost, implementation complexity, and admin overhead that make it excessive for smaller teams.
- deepseek-v4.1-flash
- brand score
- 82
- first choice
- 55
- median rank
- 2.0
- present in
- 10/10
Salesforce is characterized as the most powerful and customizable CRM with an unmatched ecosystem and AppExchange, best suited for complex enterprise sales but requiring dedicated admin resources and higher budgets, making it less suitable for simpler needs.
- gemini-3.7-flash
- brand score
- 80
- first choice
- 50
- median rank
- 2.0
- present in
- 8/8
Salesforce is presented as the undisputed industry standard and benchmark for enterprise CRM with unmatched customization and integrations, but its complexity, steep learning curve, and high total cost of ownership require dedicated administrators and favor large organizations.
- gemini-3.8-flash
- brand score
- 80
- first choice
- 50
- median rank
- 2.0
- present in
- 10/10
Salesforce is described as the gold standard and industry benchmark for enterprise-grade customization and extensive third-party integrations, but its high total cost of ownership, complex implementation, and administrative requirements keep it behind simpler alternatives for general recommendations.
- gpt-5.6-sol
- brand score
- 80
- first choice
- 50
- median rank
- 2.0
- present in
- 8/8
Salesforce is noted for exceptional customization, automation, reporting, and vast ecosystem depth, making it particularly strong for complex or enterprise organizations, though it ranks below simpler alternatives due to substantial implementation, administration, and total cost requirements.
- gpt-5.6-terra
- brand score
- 80
- first choice
- 50
- median rank
- 2.0
- present in
- 8/8
Salesforce is positioned as an excellent choice for larger or complex organizations needing deep customization, extensive integrations, and enterprise capabilities, though its flexibility comes with substantially higher implementation, administration, and total cost compared to simpler CRM options.
- gpt-6-astra
- brand score
- 80
- first choice
- 50
- median rank
- 2.0
- present in
- 10/10
Salesforce is recommended most strongly for organizations with complex sales processes and extensive customization needs, but ranks below simpler alternatives as a general recommendation due to heavier implementation, administration, and total cost burdens.
- kimi-k3
- brand score
- 84
- first choice
- 60
- median rank
- 2.0
- present in
- 10/10
Salesforce is identified as the industry standard and most powerful, customizable CRM with an unmatched AppExchange ecosystem, but its cost, administrative overhead, and implementation complexity make it excessive for many smaller teams while remaining the top choice for enterprises.
- mistral-medium-3.5
- brand score
- 80
- first choice
- 50
- median rank
- 2.0
- present in
- 10/10
Salesforce is uniformly characterized as the industry leader for enterprise-level CRM offering unparalleled customization and scalability, with a steeper learning curve offset by advanced features and an extensive ecosystem for large organizations.
- qwen3.8-max
- brand score
- 82
- first choice
- 55
- median rank
- 2.0
- present in
- 10/10
Salesforce is positioned as offering the deepest customization, broadest ecosystem, and most powerful enterprise capabilities, but its complexity, administrative requirements, and higher implementation costs make it less universally suitable than simpler alternatives.
Sources per model
Each model’s own references for this brand, grouped by site. Tile area is that site’s share of the model’s references; tap one for the pages behind it.
Sources are what each model recalled as having shaped its view. It does not mean that the sources were actually used in training. Recalled URLs might also be invalid or hallucinated.
Zoho
also named Zoho CRM
Summary
Zoho earns broad recognition across the panel as a compelling value proposition, landing a brand score of 52.93 and appearing in every model's recommendations. The models show broad agreement on its positioning, with per-model scores ranging from 30 to 60 and most placing it at rank three or four. The consensus holds that Zoho delivers exceptional feature breadth—automation, AI assistance, multichannel engagement, and analytics—at a fraction of the price of Salesforce or HubSpot, making it especially attractive to budget-conscious small and midsize businesses. Its tight integration with the wider Zoho suite of business applications is frequently cited as a strength, particularly for teams already using or willing to adopt the ecosystem. The trade-off appears consistently: reviewers note that the interface feels less polished, sometimes cluttered or disjointed across modules, and that support quality lags behind premium competitors, which keeps Zoho out of the top tier despite its strong cost-to-capability ratio.
per-model scores 30–60 of 100 · mean 53 across 14 models
The recalled sources cluster around review aggregators such as G2×15, Capterra×55, and PCMag×18, alongside Zoho's own product pages. These sources underpin the shared themes of affordability, feature density, and integration within the Zoho ecosystem, as well as the recurring critiques of user experience and polish. Models consistently describe Zoho as the best value pick when budget is a primary constraint, but most stop short of naming it first choice, reflecting a shared view that ease of use and support consistency matter alongside price.
“Zoho CRM delivers exceptional value with extensive features and Zoho suite integration at a competitive price, but the interface can feel fragmented and disjointed across modules.”
“Zoho provides broad CRM functionality and strong value, particularly for small and midsize businesses using its wider business-software suite, but the interface and configuration feel less polished than top-ranked options.”
Per model summary
- gemini-3.5-flash-lite
- brand score
- 54
- first choice
- 31
- median rank
- 3.0
- present in
- 10/10
Zoho CRM delivers incredible value for money with an extensive feature set and tight Zoho suite integration, though the user interface can feel cluttered and less polished.
- gemini-3.7-flash
- brand score
- 60
- first choice
- 33
- median rank
- 3.0
- present in
- 8/8
Zoho delivers exceptional value with extensive features and Zoho suite integration at a competitive price, but the interface can feel fragmented and disjointed across modules.
- gemini-3.8-flash
- brand score
- 60
- first choice
- 33
- median rank
- 3.0
- present in
- 10/10
Zoho provides exceptional value and comprehensive features at a fraction of competitors' costs with strong Zoho ecosystem integration, though the interface can feel disjointed and fragmented.
- gpt-5.6-sol
- brand score
- 58
- first choice
- 32
- median rank
- 3.0
- present in
- 8/8
Zoho provides broad CRM functionality and strong value, particularly for small and midsize businesses using its wider business-software suite, but the interface and configuration feel less polished than top-ranked options.
- gpt-5.6-terra
- brand score
- 58
- first choice
- 32
- median rank
- 3.0
- present in
- 8/8
Zoho offers strong value and broad CRM capabilities, especially for budget-conscious businesses or those using other Zoho applications, though the interface and setup feel less polished than top alternatives.
- gpt-6-astra
- brand score
- 60
- first choice
- 33
- median rank
- 3.0
- present in
- 10/10
Zoho offers a strong balance of CRM functionality and affordability that appeals to budget-conscious businesses, but configuring its breadth of options requires more effort than simpler alternatives.
- kimi-k3
- brand score
- 58
- first choice
- 33
- median rank
- 3.0
- present in
- 10/10
Zoho CRM delivers exceptional value with impressive breadth of features and AI capabilities at a fraction of competitors' prices, though its interface polish and support lag behind the top two.
- mistral-medium-3.5
- brand score
- 60
- first choice
- 33
- median rank
- 3.0
- present in
- 10/10
Zoho CRM is a cost-effective, feature-rich option particularly well-suited for small businesses and startups, balancing affordability with automation and AI capabilities.
- qwen3.8-max
- brand score
- 58
- first choice
- 33
- median rank
- 3.0
- present in
- 10/10
Zoho CRM delivers strong value with useful automation and features at competitive pricing, especially for cost-conscious SMBs, but the interface and support experience feel less polished than top-ranked options.
- grok-4.6
- brand score
- 50
- first choice
- 29
- median rank
- 3.5
- present in
- 10/10
Zoho CRM delivers a surprisingly complete feature set with automation, AI, and tight Zoho suite integration at a much lower price point, though the interface feels less polished than market leaders.
- claude-haiku-4.5
- brand score
- 30
- first choice
- 21
- median rank
- 4.0
- present in
- 9/10
Zoho CRM offers strong value and features at a lower price point but consistently lacks the polish, brand recognition, and refined user experience of top-tier competitors.
- claude-opus-5
- brand score
- 48
- first choice
- 28
- median rank
- 4.0
- present in
- 10/10
Zoho CRM delivers remarkable functionality per dollar and integrates with the broad Zoho One suite, but the interface feels dated and support quality is inconsistent compared to leaders.
- deepseek-v4.1-flash
- brand score
- 48
- first choice
- 28
- median rank
- 4.0
- present in
- 10/10
Zoho CRM provides excellent value and broad features for budget-conscious SMBs, though the interface and setup feel less polished than top competitors.
- gpt-5.6-luna
- brand score
- 40
- first choice
- 25
- median rank
- 4.0
- present in
- 10/10
Zoho offers broad CRM functionality at competitive prices for budget-conscious businesses, but the interface and configuration experience feel less polished and intuitive than premium alternatives.
Sources per model
Each model’s own references for this brand, grouped by site. Tile area is that site’s share of the model’s references; tap one for the pages behind it.
capterra.com
- ×4/customer-relationship-management-software
- ×3named without a URL
- ×2/
- ×1/p/462/Zoho-CRM
zoho.com
- ×10/crm
- ×4Zoho CRM pricing /crm/zohocrm-pricing.html
- ×1Zoho One overview /one
capterra.com
g2.com
- ×5/categories/crm
- ×3/products/zoho-crm/reviews
- ×1/products/zoho-crm
- ×1named without a URL
Sources are what each model recalled as having shaped its view. It does not mean that the sources were actually used in training. Recalled URLs might also be invalid or hallucinated.
Pipedrive
Summary
Pipedrive earns consistent recognition across all fourteen models as a sales-focused CRM built around visual pipeline management, posting a brand score of 37.89 and appearing in every model's recommendations. The panel shows remarkable consensus on its positioning, with per-model scores spanning only 20 to 52 and most models placing it at median rank 4. Every model emphasizes the same core strengths—fast setup, intuitive visual deal tracking, high adoption among sales reps, and minimal administrative overhead—while agreeing that marketing automation, customer service, and enterprise-scale capabilities are comparatively thin. Review aggregators G2×15 and Capterra×55 dominate the recalled sources, reinforcing themes of ease of use for small sales teams and straightforward pipeline workflows, though models consistently note the platform is less suitable when broader marketing, service, or complex cross-departmental needs are priorities.
per-model scores 20–52 of 100 · mean 38 across 14 models
The reasoning across models converges on Pipedrive as a specialist tool rather than a full customer platform: it excels when the primary requirement is deal tracking and activity-based selling, but companies often outgrow it or require integrations to cover non-sales functions. No model ranked it first, yielding a first-choice score of only 24.75, and the panel's uniform median rank of 4 or 5 reflects a shared view that while Pipedrive does one thing exceptionally well, its narrower scope limits its appeal as an all-in-one recommendation. Sources such as PCMag CRM reviewswww.pcmag.com/picks/the-best-crm-software×11 and TechRadar CRM reviewswww.techradar.com/best/best-crm-software×2 appear frequently in support of its sales-team fit, yet models cite the same reviews to explain why marketing, reporting, and service depth fall short of broader competitors.
“Pipedrive is a sales-first, pipeline-centric CRM that small teams can adopt quickly with minimal configuration and transparent pricing, but marketing, service, and reporting capabilities are comparatively thin, making it less suitable as a full customer platform.”
“Pipedrive is purpose-built for visual pipeline management and activity-based selling with fast setup and strong sales rep adoption, but lacks the native marketing automation and customer support suites found in broader, full-suite CRM platforms.”
Per model summary
- claude-opus-5
- brand score
- 52
- first choice
- 30
- median rank
- 3.0
- present in
- 10/10
Pipedrive is a sales-first, pipeline-centric CRM that small teams can adopt quickly with minimal configuration and transparent pricing, but marketing, service, and reporting capabilities are comparatively thin, making it less suitable as a full customer platform.
- deepseek-v4.1-flash
- brand score
- 44
- first choice
- 27
- median rank
- 4.0
- present in
- 10/10
Pipedrive is a focused, easy-to-use sales CRM built around visual pipeline management that works well for small sales teams, but lacks the broader marketing, service, and customization depth needed for complex organizations.
- gemini-3.5-flash-lite
- brand score
- 40
- first choice
- 24
- median rank
- 4.0
- present in
- 9/10
Pipedrive is specifically designed by salespeople with a visual, pipeline-centric approach and activity-based selling focus that ensures straightforward adoption, though it lacks advanced marketing automation and broader enterprise capabilities.
- gemini-3.7-flash
- brand score
- 40
- first choice
- 25
- median rank
- 4.0
- present in
- 8/8
Pipedrive is purpose-built for deal-driven sales teams with a clean visual pipeline interface that ensures high adoption and minimal training time, but lacks native marketing automation and multi-departmental customer support tools found in comprehensive CRM suites.
- gemini-3.8-flash
- brand score
- 40
- first choice
- 25
- median rank
- 4.0
- present in
- 10/10
Pipedrive is purpose-built for visual pipeline management and activity-based selling with fast setup and strong sales rep adoption, but lacks the native marketing automation and customer support suites found in broader, full-suite CRM platforms.
- gpt-5.6-terra
- brand score
- 43
- first choice
- 26
- median rank
- 4.0
- present in
- 8/8
Pipedrive is particularly compelling for sales-led teams wanting a clean visual pipeline, fast adoption, and straightforward deal management without enterprise complexity, but is less suitable when sophisticated marketing, service, or cross-functional CRM capabilities are central requirements.
- gpt-6-astra
- brand score
- 40
- first choice
- 25
- median rank
- 4.0
- present in
- 10/10
Pipedrive is an excellent fit for sales teams prioritizing clear pipeline visibility, activity tracking, and straightforward deal management, but ranks lower for general-purpose use because businesses seeking comprehensive marketing and customer-service capabilities may need additional tools.
- kimi-k3
- brand score
- 42
- first choice
- 26
- median rank
- 4.0
- present in
- 10/10
Pipedrive is a sales-first CRM with a visual pipeline that drives high adoption among small sales teams due to its simplicity and focus on deal progression, but its marketing, service, and reporting capabilities are comparatively thin, limiting its suitability as a full company-wide platform.
- mistral-medium-3.5
- brand score
- 40
- first choice
- 25
- median rank
- 4.0
- present in
- 10/10
Pipedrive excels in simplicity and sales pipeline management, making it a great choice for sales-focused teams, though it lacks the depth of marketing, service features, and scalability found in more comprehensive CRM solutions.
- qwen3.8-max
- brand score
- 42
- first choice
- 26
- median rank
- 4.0
- present in
- 10/10
Pipedrive provides excellent visual pipeline management and straightforward deal tracking that is highly effective for sales-focused teams, but is narrower in scope and less suitable when broader marketing, service, or complex enterprise capabilities are priorities.
- claude-haiku-4.5
- brand score
- 32
- first choice
- 23
- median rank
- 4.5
- present in
- 10/10
Pipedrive is a sales-focused CRM with a strong visual pipeline interface that excels for small sales teams, but lacks the breadth of functionality in marketing automation, customer service, and enterprise features found in more comprehensive platforms.
- gpt-5.6-sol
- brand score
- 30
- first choice
- 23
- median rank
- 4.5
- present in
- 8/8
Pipedrive is easy to adopt and particularly effective for teams wanting a visual, pipeline-focused sales workflow without excessive complexity, but its marketing, customer-service, analytics, and enterprise capabilities are less comprehensive than broader platforms.
- gpt-5.6-luna
- brand score
- 20
- first choice
- 20
- median rank
- 5.0
- present in
- 10/10
Pipedrive is a focused, user-friendly CRM with intuitive visual pipeline management that works well for sales teams with straightforward workflows, but is less comprehensive for organizations needing extensive marketing, service, analytics, or enterprise-wide capabilities.
- grok-4.6
- brand score
- 26
- first choice
- 22
- median rank
- 5.0
- present in
- 10/10
Pipedrive excels at visual pipeline management and activity-based selling with a simple interface that sales teams adopt quickly, but lacks the broader marketing, service, and analytics depth of fuller-featured CRM platforms.
Sources per model
Each model’s own references for this brand, grouped by site. Tile area is that site’s share of the model’s references; tap one for the pages behind it.
capterra.com
pipedrive.com
- ×8/
- ×1Pipedrive Marketplace /en/marketplace
- ×1Pipedrive Pricing /en/pricing
capterra.com
- ×7/p/134873/Pipedrive
- ×1/p/134173/Pipedrive
- ×1/p/140017/Pipedrive
- ×1named without a URL
g2.com
- ×4/categories/crm
- ×4/products/pipedrive/reviews
- ×1/products/pipedrive
- ×1named without a URL
Sources are what each model recalled as having shaped its view. It does not mean that the sources were actually used in training. Recalled URLs might also be invalid or hallucinated.
Microsoft Dynamics 365
also named Microsoft, Microsoft Dynamics 365 Sales, Microsoft Dynamics
Summary
Microsoft Dynamics 365 scores a brand score of 21.29 and a first choice score of 15.48, placing it well behind the category leaders. The models show substantial disagreement on where to position it: per-model scores range from 0 to 60, with a standard deviation of 19.3. Ten of the fourteen models ranked it, but none placed it first, and the majority positioned it at rank five. The core dividing line is whether an organization already operates within the Microsoft ecosystem—where Dynamics 365 can deliver meaningful integration with Microsoft 365, Teams, Power Platform, and Azure—or whether it represents a general-purpose CRM recommendation for typical buyers.
per-model scores 0–60 of 100 · mean 21 across 14 models
The most consistent theme across all models is that Dynamics 365 is compelling specifically for Microsoft-centric enterprises but carries implementation complexity, licensing confusion, and a steeper learning curve that make it harder to recommend broadly. Models cite sources including G2×15, Gartner Magic Quadrant for Sales Force Automation×18, and Microsoft's own documentation to support the view that while the platform is powerful and feature-rich, it typically requires partner-led deployment, substantial configuration effort, and specialized expertise. Several models note that these barriers raise total cost of ownership and time-to-value, particularly for smaller teams or organizations without existing Microsoft infrastructure.
“Dynamics 365 is a powerful enterprise option, especially for organizations already invested in Microsoft 365, Teams, and Power Platform, with strong Copilot integration. It ranks fifth because licensing is complex, implementation typically requires partners, and its usability scores trail the leaders.”
“Microsoft Dynamics 365 is a strong choice for organizations already invested in Microsoft products, especially those needing sophisticated sales, service, business intelligence, and enterprise workflow integration. It is powerful and flexible, but its configuration and licensing can require substantial technical expertise.”
Per model summary
- claude-haiku-4.5
- brand score
- 56
- first choice
- 32
- median rank
- 3.0
- present in
- 10/10
Dynamics 365 excels at integrating with the Microsoft ecosystem (Office 365, Azure), making it ideal for organizations already invested in Microsoft products, but it consistently requires more implementation effort, has a steeper learning curve, and costs more than competitors.
- gpt-5.6-luna
- brand score
- 60
- first choice
- 33
- median rank
- 3.0
- present in
- 10/10
Dynamics 365 is a strong choice for organizations already invested in Microsoft products (Microsoft 365, Teams, Power Platform, Azure), offering deep customization and enterprise capabilities, but it requires more technical expertise, configuration, and implementation effort than simpler CRM alternatives.
- grok-4.6
- brand score
- 44
- first choice
- 28
- median rank
- 3.5
- present in
- 10/10
Dynamics 365 excels when integrated with the Microsoft 365 and Azure stack, offering tight Outlook, Teams, and Power Platform integration, but implementation complexity and cost make it less broadly recommendable than pure-play CRM vendors.
- gpt-5.6-sol
- brand score
- 28
- first choice
- 19
- median rank
- 4.0
- present in
- 6/8
Dynamics 365 is compelling for organizations already invested in the Microsoft ecosystem (Microsoft 365, Teams, Power BI, Azure), with strong integration and enterprise capabilities, but its licensing complexity and implementation requirements make it less accessible than simpler CRMs.
- claude-opus-5
- brand score
- 20
- first choice
- 20
- median rank
- 5.0
- present in
- 10/10
Dynamics 365 is powerful for Microsoft-centric enterprises with strong Microsoft 365, Teams, and Power Platform integration, but its complex licensing, partner-dependent implementation, and lower usability make it the least broadly recommendable option despite strong capabilities.
- deepseek-v4.1-flash
- brand score
- 24
- first choice
- 19
- median rank
- 5.0
- present in
- 8/10
Dynamics 365 is compelling for organizations deeply committed to the Microsoft ecosystem (Microsoft 365, Power Platform, Azure), but its complex licensing, implementation, and administration make it heavier and less suitable as a general CRM recommendation.
- gpt-5.6-terra
- brand score
- 13
- first choice
- 13
- median rank
- 5.0
- present in
- 5/8
Dynamics 365 is sensible for organizations deeply invested in Microsoft 365, Teams, Power Platform, and Azure, where integration advantages are meaningful, but its implementation complexity and specialized requirements make it less suitable for smaller teams or lightweight CRM needs.
- gpt-6-astra
- brand score
- 20
- first choice
- 20
- median rank
- 5.0
- present in
- 10/10
Dynamics 365 is compelling for organizations already invested in Microsoft 365, Teams, and Power Platform, where integration is valuable, but ranks lower as a general recommendation due to complex configuration, licensing, and implementation requirements that may exceed simpler teams' needs.
- kimi-k3
- brand score
- 20
- first choice
- 20
- median rank
- 5.0
- present in
- 10/10
Dynamics 365 is powerful with deep Microsoft ecosystem integration (Microsoft 365, Teams, Power Platform), making it compelling for Microsoft-centric enterprises, but its complex licensing, steep learning curve, implementation costs, and partner dependency make it the hardest to recommend broadly.
- qwen3.8-max
- brand score
- 14
- first choice
- 14
- median rank
- 5.0
- present in
- 7/10
Dynamics 365 is powerful and well-suited for enterprises already invested in Microsoft tools, but its complexity, implementation burden, and steeper learning curve make it less universally approachable than simpler CRM options.
Sources per model
Each model’s own references for this brand, grouped by site. Tile area is that site’s share of the model’s references; tap one for the pages behind it.
no URL recalled
- ×7named without a URL
microsoft.com
- ×6/en-us/dynamics-365
- ×4Microsoft Dynamics 365 Sales /en-us/dynamics-365/products/sales
g2.com
- ×5/categories/crm
- ×2/products/microsoft-dynamics-365/reviews
- ×1/products/microsoft-dynamics-365-for-sales/reviews
- ×1named without a URL
microsoft.com
- ×5/en-us/dynamics-365/products/sales
- ×1Microsoft Dynamics 365 Pricing /en-us/dynamics-365/pricing
- ×1Microsoft Power Platform /en-us/power-platform
microsoft.com
- ×9/en-us/dynamics-365/products/sales
- ×2Microsoft Power Platform /en-us/power-platform
no URL recalled
- ×5named without a URL
Sources are what each model recalled as having shaped its view. It does not mean that the sources were actually used in training. Recalled URLs might also be invalid or hallucinated.
How this was measured
The question
- Unaided brand recommendation question: “What CRM software would you recommend?”
- The prompt asks each model to return exactly 5 brands, ranked 1 to 5, and for each one a reason for the recommendation and the sources that informed it.
Sampling
- Models are not deterministic, so the question is asked over and over — 10 answers per model
- Spellings of the same brand are normalized to the most commonly used form before counting
Measures of Position: Median and Quartiles
- Median value indicates that in 50% of answers the brand held this position or higher.
- Quartiles help visualize the spread of rankings per brand. Q1 indicates that 25% of answers had this rank or higher. Q3 means that 75% of answers ranked the brand as X or better.
- Medians and quartiles are computed only from answers where the brand was present.
Coverage
- Count of answers in which the given brand was named, as a percentage.
Brand score - Normalized Borda score
- The brand score is calculated using a normalized Borda score. Borda count is a voting method: each ballot awards points by position instead of naming one winner. Our ranking responses from the LLM are always fixed to 5 answers, so we assign 100 points for rank 1, then 80, 60, 40, 20 — and 0 if the brand is missing.
where
- This way we can calculate a common score for all brands mentioned across model responses. The score reflects both how high the brand was ranked and how frequently it was mentioned.
First choice score - adjusted MRR - top-rank indicator
- The first choice score is based on Mean Reciprocal Rank (a common search-engine measure), but adapted to measure the position of a specific brand across repeated ranked responses.
- Each occurrence receives a reciprocal-position score: 100 for 1st, 50 for 2nd, 33.3 for 3rd, 25 for 4th, 20 for 5th, and 0 when the brand is not mentioned. The scores are averaged across all responses.
where
- No rank below 1st place gets more than 50, so the score is heavily driven by first places.
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