Social media management for small business buyers
Asked as “social media management platform”, and as “social media scheduling and monitoring tool”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
35%
Contested · Agorapulse 7%
35Buffer07Agorapulse07PostPlanify50others
35% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Sprout Social vs MetricoolSprout Social vs HootsuiteSprout Social vs SendibleSprout Social vs SocialPilotBuffer vs AgorapulseBuffer vs OktopostBuffer vs MetricoolBuffer vs HootsuiteBuffer vs SendibleBuffer vs SocialPilotAgorapulse vs OktopostAgorapulse vs MetricoolAgorapulse vs HootsuiteAgorapulse vs SendibleAgorapulse vs SocialPilotOktopost vs MetricoolOktopost vs HootsuiteOktopost vs SendibleOktopost vs SocialPilotMetricool vs HootsuiteMetricool vs SendibleMetricool vs SocialPilotHootsuite vs SendibleHootsuite vs SocialPilotSendible vs SocialPilot
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Buffer35%
Buffer35%02Zoho Social7%
Zoho Social7%03Vista Social7%
Vista Social7%04Agorapulse7%
Agorapulse7%05Metricool6%
Metricool6%06Hootsuite6%
Hootsuite6%07SocialPilot4%
SocialPilot4%08Sprout Social4%
Sprout Social4%09Later2%
Later2%10Sendible2%
Sendible2%11SocialBee0%
SocialBee0%12Sprinklr Social0%
Sprinklr Social0%What they warned about
Two of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Hootsuite64%
27 of 42 labels negative · 12 of 12 models · 12 hard negative
“Avoid or Use Extreme Caution (Overpriced for SMB Needs): Hootsuite: Starts at $99/user/month ... billing issues like surprise auto-renewals/refund denials” Grok 4.20, negative prompt
Sprout Social62%
25 of 40 labels negative · 10 of 12 models · 11 hard negative
“Enterprise tools like Hootsuite/Sprout Social ($99-199/user) are overkill/too costly for small teams” Grok 4.20, comparative prompt
Sprinklr Social92%
11 of 12 labels negative · 9 of 12 models · 7 hard negative
“designed for complex enterprise social, listening, care, and governance operations, so SMBs usually get better value from lighter tools instead” Perplexity Sonar, negative prompt
Agorapulse24%
6 of 25 labels negative · 6 of 12 models · 2 hard negative
“Agorapulse — $99/month minimum, better for engagement-heavy businesses” Kimi K2, budget prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
20 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 244 links across 117 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · Zapier11 answers · 12 citations · 2 models
10 answers · 14 citations · 4 models
vendor site · Sprout Social10 answers · 11 citations · 3 models
vendor site · Buffer9 answers · 12 citations · 3 models
vendor site · Postiv7 answers · 7 citations · 3 models
vendor site · Reddit6 answers · 10 citations · 2 models
vendor site · Planable6 answers · 6 citations · 2 models
vendor site · NapoleonCat5 answers · 5 citations · 1 model
vendor site · PostEverywhere5 answers · 5 citations · 1 model
vendor site · Sprinklr5 answers · 5 citations · 2 models
4 answers · 4 citations · 1 model
4 answers · 4 citations · 2 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
11 answers · 2 models
9 answers · 3 models
7 answers · 3 models
7 answers · 3 models
6 answers · 3 models
4 answers · 1 model
4 answers · 2 models
4 answers · 3 models
4 answers · 1 model
4 answers · 1 model
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best social media management platform”, “social media management platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days |
|---|---|---|---|---|---|---|---|
| Buffer buffer.com | 35% | 202 | 90,500 | 35,151 | 966,256 | 18 | |
| Zoho parent site Zoho Social 7% | 7% | 70 | 3,600 | 24 | |||
| Vista Social vistasocial.com | 7% | 38 | 4,400 | 1,410 | 38,709 | 12 | |
| Agorapulse agorapulse.com | 7% | 76 | 3,600 | 35 | 73,939 | 2 | |
| PostPlanify postplanify.com | 7% | 16 | |||||
| Metricool metricool.com | 6% | 51 | 40,500 | 158 | 184,691 | 66 | |
| Hootsuite hootsuite.com | 6% | 220 | 49,500 | 1,036 | 748,222 | 119 | |
| SocialPilot socialpilot.co | 4% | 58 | 6,600 | 43 | 93,623 | $3,149 | 21 |
| Oktopost oktopost.com | 4% | 167 | 1,000 | 11 | 7,471 | 6 | |
| DemandBird demandbird.com | 4% | 4 |
Google's top ten for the two searches hold 15 sites; 6 of them are among the sites the models cited here (efficient.app, learn.g2.com, planable.io, reddit.com, sproutsocial.com, zapier.com). The first result for “best social media management platform” is zapier.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best social media management platform for a small B2B company?”Paraphrase“Which social media scheduling and monitoring tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top social media management platforms for a small team and how do they differ?”Budget-constrained“What is the best social media management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a social media management platform. What should we look at?”Negative“Which social media management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Buffer, HootsuiteBuffer, HootsuiteHeldagainst: Sprout SocialBuffer, SocialPilotBuffer, SocialPilotno first choiceagainst: Hootsuite, Sprinklr Social
One alternative
Sprout SocialTwo alternatives
Hootsuite, LaterOne alternative
SocialBuGPT-5.4 miniBufferAgorapulseChangedBufferagainst: HootsuiteBufferagainst: Hootsuite, Sprout Socialno first choiceagainst: Hootsuite, Sprout Social
Three alternatives
Hootsuite, Oktopost, Sprout SocialTwo alternatives
Buffer, Sprout SocialTwo alternatives
Later, Sprout SocialOne alternative
LaterGemini 3.5 FlashTaplioagainst: HubSpot Social, Oktopost, Sprout SocialZoho SocialChangedPlanableMetricoolLoomlyagainst: Salesforce Social Studio, Sprinklr Social, Sprout Socialagainst: Hootsuite, HubSpot Marketing Hub, Sprinklr Social, Sprout Social
Four alternatives
Metricool, Postbeam, SocialBee, Zoho SocialThree alternatives
Agorapulse, Buffer, TaplioFour alternatives
Buffer, Later, Loomly, Vista SocialThree alternatives
Buffer, MeetEdgar, Publer ProfessionalThree alternatives
Agorapulse, Buffer, MetricoolPerplexity SonarZoho SocialBufferChangedBufferBufferno first choiceagainst: Hootsuite, HubSpot Social, Later, Sprinklr Social, Sprout Social, Zoho Social
Two alternatives
Buffer, OktopostFour alternatives
DemandBird, HubSpot Social, Loomly, SocialBeeFive alternatives
Later, Loomly, SocialPilot, Vista Social, Zoho SocialTwo alternatives
Metricool, Zoho SocialGrok 4.20Bufferagainst: OktopostBufferHeldagainst: HootsuiteBuffer, SocialPilotagainst: Agorapulse, Hootsuite, Sprout SocialBufferagainst: Hootsuite, Sprout SocialAgorapulse, Hootsuite, Sprout Social, Vista Socialagainst: CoSchedule, Crowdfire, Hootsuite, HubSpot Social, MeetEdgar, Sendible, Sprinklr Social, Sprout Social
Two alternatives
Agorapulse, SendibleTwo alternatives
SocialPilot, Zoho SocialFour alternatives
Later, Metricool, Sendible, Vista SocialFour alternatives
Later, Metricool, Vista Social, Zoho SocialTwo alternatives
Buffer, SocialPilotMistral SmallSendibleBuffer, OktopostChangedVista SocialBufferno first choiceagainst: Hootsuiteagainst: Agorapulse, Hootsuite, Later, Metricool, Sked Social, Sprinklr Social, Zoho Social
Three alternatives
Buffer, Oktopost, Zoho SocialThree alternatives
DemandBird, LinkedIn Native Scheduler, PostPlanifyFive alternatives
Buffer, Later, Loomly, Sendible, SocialPilotThree alternatives
Later, Metricool, Zoho SocialDeepSeek V4 FlashBuffer, Metricoolagainst: Hootsuite, Sprout SocialAgorapulseChangedagainst: Buffer, Hootsuite, Metricool, Sprout SocialBufferagainst: Hootsuite, Sprout SocialBufferagainst: Agorapulse, Hootsuite, Sprout SocialVista Socialagainst: Hootsuite, Sprinklr Social, Sprout Socialagainst: Hootsuite, Loomly, Planoly, Sendible, SocialPilot, Sprinklr Social, Sprout Social, Zoho Social
Three alternatives
HubSpot Social, Publer Professional, SocialBeeTwo alternatives
Vista Social, Zoho SocialFour alternatives
Later, Metricool, SocialPilot, Vista SocialThree alternatives
Later, Metricool, Publer ProfessionalOne alternative
AgorapulseLlama 4 MaverickPostPlanifyDemandBirdChangedPostPlanifyno first choiceno first choiceagainst: Hootsuite, HubSpot Social, Sprout Social
One alternative
OktopostFive alternatives
Agorapulse, Buffer, Hootsuite, Sprout Social, Vista SocialQwen 3.7 FlashZoho SocialPostPlanifyChangedBufferagainst: Hootsuite, Sprout SocialZoho SocialAgorapulse, Vista Socialagainst: Buffer, Metricool, Sprout Socialagainst: Agorapulse, Buffer, Hootsuite, HubSpot Social, Sprout Social
Two alternatives
Buffer, PlanableTwo alternatives
Agorapulse, BufferThree alternatives
Later, SocialPilot, Zoho SocialTwo alternatives
Buffer, SocialPilotTwo alternatives
Hootsuite, PlanableKimi K2Buffer, MetricoolBufferChangedagainst: Hootsuite, Sprout SocialMetricoolBufferagainst: Agorapulse, Hootsuite, Sprout SocialSocialPilot, Vista Socialagainst: Hootsuite, Sprout Socialagainst: Birdeye Social, Brandwatch, Emplifi, Hootsuite, Khoros, Mention, Sprinklr Social, Sprout Social
Two alternatives
Oktopost, SendibleSix alternatives
Agorapulse, Brand24, LinkedIn Native Scheduler, Mention, Supergrow, TaplioSix alternatives
Buffer, Later, Sendible, Social by IDM, SocialBee, Vista SocialThree alternatives
Metricool, Vista Social, Zoho SocialTwo alternatives
Buffer, LaterGLM 4.7 FlashXPlanableOktopost, PostPlanifyChangedBufferBufferno first choiceagainst: Agorapulse, Hootsuite, Sprinklr Social, Sprout Social
Five alternatives
Agorapulse, Buffer, CoSchedule, ContentStudio, Sprout SocialOne alternative
Sprout SocialSix alternatives
Agorapulse, Hootsuite, Later, Metricool, Sprout Social, Vista SocialFour alternatives
Metricool, SocialPilot, Vista Social, Zoho SocialMiniMax M2.5PostPlanifyDemandBirdChangedBuffer, Vista SocialBuffer, LaterSprout Socialagainst: CoSchedule, Crowdfire, Hootsuite, MeetEdgar, SocialPilot, Sprinklr Social
One alternative
SocialPilotThree alternatives
Buffer, Sprout Social, Zoho SocialOne alternative
LaterFour alternatives
Agorapulse, Hootsuite, HubSpot Marketing Hub, Zoho SocialBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:37 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:01 | yes | 5 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:10 | yes | 13 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:00 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:11 | yes | 0 | 5 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:09 | yes | 0 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:31 | yes | 0 | 16 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:49 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:33 | yes | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:29 | yes | 0 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:12 | yes | 0 | 120 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:59 | yes | 0 | 10 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:27 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:23 | yes | 3 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:43 | yes | 10 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-14 22:53 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:47 | yes | 0 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:08 | yes | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 23:03 | yes | 0 | 15 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:16 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:27 | yes | 0 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:25 | yes | 0 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:56 | yes | 0 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:20 | yes | 0 | 9 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:49 | yes | 7 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:47 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:35 | yes | 16 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 01:18 | yes | 20 | 23 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:33 | yes | 0 | 6 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:23 | yes | 0 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:53 | yes | 0 | 24 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:59 | yes | 0 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:50 | yes | 0 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:13 | yes | 0 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:48 | yes | 0 | 97 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:41 | yes | 0 | 14 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:11 | yes | 6 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 22:56 | yes | 5 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:37 | yes | 11 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 04:24 | yes | 20 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:09 | yes | 0 | 4 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:31 | yes | 0 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:05 | yes | 0 | 12 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:49 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:01 | yes | 0 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:37 | yes | 0 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:42 | yes | 0 | 17 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:28 | no | 0 | 11 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:40 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:06 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:12 | yes | 11 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 03:27 | yes | 20 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:11 | yes | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:21 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:34 | yes | 0 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:53 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:25 | yes | 0 | 69 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:59 | yes | 0 | 39 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:55 | yes | 0 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:30 | yes | 0 | 15 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:06 | yes | 13 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:07 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:59 | yes | 17 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 01:39 | yes | 20 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:21 | yes | 0 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:22 | yes | 0 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:11 | yes | 0 | 56 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:30 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:39 | yes | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:22 | yes | 0 | 76 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:20 | yes | 0 | 178 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:10 | yes | 0 | 21 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
HubSpot read as HubSpot Social
Sprinklr read as Sprinklr Social
Zoho read as Zoho Social
Unresolved, counted raw
Birdeye Social
Lately
Linktree or Carrd
Social by IDM
Discontinued, still offered
No shut-down product was recommended here.