Competitive intelligence tools for small business buyers
Asked as “competitive intelligence tool”, and as “competitor tracking platform for product marketing”, on behalf of a small B2B company. 65 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Gane, the publisher, sells software in this category. Every product here is measured by the same method as in every other category. How the conflict is handled.
Standing · first-choice share
37%
Contested · Visualping 15%
37Kompyte15Visualping06Semrush42others
37% of first choices, contested.
Since October 2026▲+11Since October 2026: 26% → 37%, +11 points. Past the 11-point floor: movement.Kompyte held the lead, +11 points on 26%, past the floor.
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.
Small business
Kompyte37%Contested▲+11Since October 2026: 26% → 37%, +11 points. Past the 11-point floor: movement.This pageMid-marketKompyte40%Contested▲+2Since October 2026: 38% → 40%, +2 points. Inside the 11-point floor: within noise.Standing →Enterprise
Crayon54%Clear leader▲+10Since October 2026: 44% → 54%, +10 points. Inside the 11-point floor: within noise.Standing →
Kompyte37%Contested▲+11Since October 2026: 26% → 37%, +11 points. Past the 11-point floor: movement.This pageMid-marketKompyte40%Contested▲+2Since October 2026: 38% → 40%, +2 points. Inside the 11-point floor: within noise.Standing →EnterpriseCrayon54%Clear leader▲+10Since October 2026: 44% → 54%, +10 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Kompyte37%17%59endorsed leader▲+11Since October 2026: 26% → 37%, +11 points. Past the 11-point floor: movement.26% → 37%
Kompyte37%17%59endorsed leader▲+11Since October 2026: 26% → 37%, +11 points. Past the 11-point floor: movement.26% → 37%02
Visualping15%4%50accepted challenger▼−1Since October 2026: 16% → 15%, −1 point. Inside the 11-point floor: within noise.16% → 15%
Visualping15%4%50accepted challenger▼−1Since October 2026: 16% → 15%, −1 point. Inside the 11-point floor: within noise.16% → 15%03
Semrush6%15%61accepted challenger▲+1Since October 2026: 5% → 6%, +1 point. Inside the 11-point floor: within noise.5% → 6%
Semrush6%15%61accepted challenger▲+1Since October 2026: 5% → 6%, +1 point. Inside the 11-point floor: within noise.5% → 6%04
Google Alerts Lab in the set5%0%30accepted challenger▲+2Since October 2026: 3% → 5%, +2 points. Inside the 11-point floor: within noise.3% → 5%
Google Alerts Lab in the set5%0%30accepted challenger▲+2Since October 2026: 3% → 5%, +2 points. Inside the 11-point floor: within noise.3% → 5%05
LinkedIn Sales Navigator5%4%23accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise.0% → 5%
LinkedIn Sales Navigator5%4%23accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise.0% → 5%06
Similarweb5%23%43accepted challenger▲+2Since October 2026: 3% → 5%, +2 points. Inside the 11-point floor: within noise.3% → 5%
Similarweb5%23%43accepted challenger▲+2Since October 2026: 3% → 5%, +2 points. Inside the 11-point floor: within noise.3% → 5%07Crayon3%79%66criticized challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%
Crayon3%79%66criticized challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%08
SpyFu2%4%28accepted challenger▼−10Since October 2026: 12% → 2%, −10 points. Inside the 11-point floor: within noise.12% → 2%
SpyFu2%4%28accepted challenger▼−10Since October 2026: 12% → 2%, −10 points. Inside the 11-point floor: within noise.12% → 2%09
Klue2%78%63criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Klue2%78%63criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the six products at 0%, ordered by negative rate
15
AlphaSense0%83%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
AlphaSense0%83%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14
Contify0%44%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Contify0%44%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Ahrefs0%30%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Ahrefs0%30%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10Owler0%12%26accepted challenger▼−9Since October 2026: 9% → 0%, −9 points. Inside the 11-point floor: within noise.9% → 0%
11
Prisync0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Prisync0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Brand240%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Brand240%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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.
Google Alerts is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models three times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-one head-to-head pages: the top seven products, each against each
Kompyte vs SemrushKompyte vs OwlerKompyte vs Google AlertsKlue vs CrayonKlue vs VisualpingKlue vs SemrushKlue vs OwlerKlue vs Google AlertsCrayon vs VisualpingCrayon vs SemrushCrayon vs OwlerCrayon vs Google AlertsVisualping vs SemrushVisualping vs OwlerVisualping vs Google AlertsSemrush vs OwlerSemrush vs Google AlertsOwler vs Google Alerts
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 →
010203040506070809O10
1112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Kompyte37%
Kompyte37%02Visualping15%
Visualping15%03Semrush6%
Semrush6%04Google Alerts5%
Google Alerts5%05LinkedIn Sales Navigator5%
LinkedIn Sales Navigator5%06Similarweb5%
Similarweb5%07Crayon3%
Crayon3%08SpyFu2%
SpyFu2%09Klue2%
Klue2%10Owler0%
11Prisync0%
Prisync0%12Brand240%
Brand240%13Ahrefs0%
Ahrefs0%14Contify0%
Contify0%15AlphaSense0%
AlphaSense0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B 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.
Crayon79%
52 of 66 labels negative · 14 of 14 models · 23 hard negative
“most small businesses should avoid these entirely—they require dedicated analysts, complex onboarding, and ongoing management that small teams simply cannot sustain” MiniMax M2.5, negative prompt
Klue78%
49 of 63 labels negative · 14 of 14 models · 22 hard negative
“Enterprise suites like Crayon and Klue run roughly $15,000 to $100,000 a year and assume a dedicated analyst, a mismatch for almost every small business.” Muse Glimmer 30B, negative prompt
AlphaSense83%
15 of 18 labels negative · 9 of 14 models · 9 hard negative
“Enterprise-heavy options like Crayon, Klue, or AlphaSense are excluded as they're often $15K+/year and assume larger teams.” Grok 4.20, comparative prompt
Similarweb23%
10 of 43 labels negative · 9 of 14 models
“Cheapest paid plan ~$125/month — best for market share and traffic estimates, but only worth it if digital analytics are critical” Kimi K2, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
74 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 751 links across 204 sites, every framing counted. Ranked by the number of answers carrying the site or page. 38 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Miniloop34 answers · 34 citations · 10 models
vendor site · Siftly33 answers · 37 citations · 11 models
30 answers · 40 citations · 9 models
28 answers · 39 citations · 11 models
vendor site · Software Advice28 answers · 32 citations · 9 models
27 answers · 37 citations · 10 models
20 answers · 23 citations · 8 models
vendor site · ClientCues19 answers · 19 citations · 8 models
vendor site · Contify17 answers · 20 citations · 9 models
14 answers · 15 citations · 10 models
vendor site · Kompyte13 answers · 16 citations · 6 models
vendor site · Capterra12 answers · 13 citations · 5 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.
34 answers · 10 models
31 answers · 10 models
24 answers · 9 models
23 answers · 9 models
22 answers · 10 models
21 answers · 8 models
19 answers · 8 models
15 answers · 6 models
14 answers · 9 models
14 answers · 10 models
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 competitive intelligence tool”, “competitive intelligence tool”. 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Kompyte kompyte.com | 37% | 156 | 320 | 5 | 4,269 | |||
| Visualping visualping.io | 15% | 92 | 6,600 | 120 | 76,126 | 2 | 9 | |
| Semrush semrush.com | 6% | 316 | 90,500 | 2,055 | 2,885,637 | $1,727 | 103 | |
| Google parent site Google Alerts 5%, Google Ads Transparency Center 2% | 6% | 137 | 74,000 | 2,448 | ||||
| LinkedIn linkedin.com LinkedIn Sales Navigator 5% | 5% | 147 | 11,100,000 | 77,031 | 331,033,472 company | $1,032 | 113 | 3 |
| Similarweb similarweb.com | 5% | 254 | 49,500 | 616 | 1,862,043 | 117 | 2 | |
| ClientCues clientcues.com | 3% | 12 | ||||||
| Linkeddit Compete linkeddit.com | 3% | 8 | ||||||
| Crayon crayon.co | 3% | 297 | 90,500 | 38,108 | 8,355 | |||
| SpyFu spyfu.com | 2% | 64 | 8,100 | 160 | 87,009 | 36 |
Google's top ten for the two searches hold 16 sites; 0 of them are among the sites the models cited here. The first result for “best competitive intelligence tool” is optimizegeo.ai.
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 competitive intelligence tool for a small B2B company?”Paraphrase“Which competitor tracking platform for product marketing would you recommend to a small business that sells to other businesses?”Comparative“What are the top competitive intelligence tools for a small team and how do they differ?”Budget-constrained“What is the best competitive intelligence tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a competitive intelligence tool. What should we look at?”Negative“Which competitive intelligence tools should a small business avoid or be cautious about?”
Claude Haiku 4.5KompyteKompyte, Linkeddit CompeteChangedSemrushKompyteagainst: Crayon, Klueno first choiceagainst: Ahrefs, Crayon, Klue, Kompyte, Similarweb
Six alternatives
Ahrefs, BuiltWith, BuzzSumo, LinkedIn Sales Navigator, Semrush, SpyFuOne alternative
CrayonFive alternatives
Klue, Kompyte, Owler, Similarweb, SpyFuThree alternatives
MarketAgent, Semrush, SpyFuGPT-5.4 miniCrayonagainst: OwlerSENSERChangedagainst: Crayon, KlueKlueCompintagainst: Crayon, Klueno first choicenothing named
Four alternatives
Feedly, Klue, Semrush, SimilarwebTwo alternatives
Competitors App, G2 Market IntelligenceFive alternatives
AlphaSense, Contify, Crayon, Semrush, SimilarwebTwo alternatives
Google Alerts, SemrushGemini 3.5 FlashKompyteagainst: Crayon, KlueKompyteHeldagainst: Crayon, KlueSemrushVisualpingagainst: Ahrefs, Crayon, Klue, Kompyteno first choiceagainst: Crayon, Klue, Kompyteagainst: BrightEdge, Conductor, Contify, Crayon, Klue, Kompyte, Similarweb
Six alternatives
Ahrefs, KeystoneIQ, Parano.ai, Semrush, Stillio, VisualpingTwo alternatives
Competely, Competitors AppFive alternatives
Brand24, Kompyte, Owler, SpyFu, VisualpingEight alternatives
Distill.io, Google Ads Transparency Center, Google Alerts, Meta Ad Library, Semrush, Similarweb, Talkwalker Alerts, UbersuggestThree alternatives
Contify, Feedly for Threat Intelligence, VisualpingPerplexity SonarVisualpingagainst: Crayon, KlueCompetitors AppChangedagainst: CrayonSemrushagainst: Crayon, KlueKompyteagainst: Crayon, Klue, Semrushno first choiceagainst: AlphaSense, Crayon, Klue, Similarweb
Two alternatives
Owler, SemrushThree alternatives
Brand24, Semrush, VisualpingFour alternatives
Ahrefs, Contify, Similarweb, VisualpingFour alternatives
Google Alerts, Owler, Social Status, VisualpingGrok 4.20Semrushagainst: Crayon, KlueSemrushHeldagainst: KlueAhrefs, Semrushagainst: AlphaSense, Crayon, KlueGoogle Alerts, Similarwebagainst: AlphaSense, Crayon, Klueno first choiceagainst: Ahrefs, AlphaSense, Crayon, HubSpot Breeze Intelligence, Klue, Owler, Semrush, Similarweb, Visualping, ZoomInfo
Three alternatives
Kompyte, LinkedIn Sales Navigator, SpyFuFour alternatives
Ahrefs, Brand24, Competitors App, VisualpingFive alternatives
Owler, Prisync, Similarweb, Sprout Social, SpyFuEight alternatives
Brand24, Competely, Google Keyword Planner, Kompyte, Majestic, Semrush, SpyFu, VisualpingSeven alternatives
AlphaSense, Contify, Crayon, Klue, Kompyte, Semrush, SimilarwebMistral SmallKompyte, SyncGTMVisualpingChangedKompyte, SemrushKompyte, Visualpingno first choiceagainst: Crayon, Klue, Similarweb, SpyFu
Three alternatives
LinkedIn Sales Navigator, Owler, SemrushTwo alternatives
Owler, PicasiThree alternatives
Crayon, Klue, SimilarwebThree alternatives
LinkedIn Sales Navigator, Owler, SemrushDeepSeek V4 FlashKompyteagainst: AlphaSense, Crayon, KlueVisualpingChangedagainst: Crayon, KlueKompyteagainst: AlphaSense, Brandwatch, Contify, Crayon, KlueKompyteagainst: Crayon, Klue, SemrushKompyte, LinkedIn Sales Navigatoragainst: AlphaSense, Crayon, Klueagainst: Ahrefs, AlphaSense, Crayon, Klue, Semrush, Similarweb
Five alternatives
Google Alerts, Owler, Semrush, Similarweb, SpyFuTwo alternatives
Google Alerts, KompyteFive alternatives
Google Alerts, Prisync, Semrush, SpyFu, VisualpingSeven alternatives
Ahrefs, ClientCues, Google Alerts, LinkedIn, Owler, SpyFu, VisualpingFive alternatives
ClientCues, Google Alerts, Semrush, SpyFu, VisualpingLlama 4 MaverickKompyteMentionkitChangedno first choiceKompyteagainst: LinkedIn Sales NavigatorKompyte, LinkedIn Sales Navigator, Semrushagainst: Crayon, Klueagainst: AlphaSense, Crayon, Klue
Two alternatives
LinkedIn Sales Navigator, SemrushThree alternatives
Meertrack, PeerPanda, VisualpingTwo alternatives
ClientCues, SimilarwebQwen 3.7 FlashKompyteagainst: Crayon, KluePeerPanda, PicasiChangedKompyteGoogle Alerts, Semrush, Similarwebagainst: Crayon, Datanyzeno first choiceagainst: AlphaSense, Crayon, Klue, Kompyte, Seena
Three alternatives
Owler, Semrush, SyncGTMFour alternatives
Distill.io, KWatch, Syften, VisualpingFive alternatives
Brand24, LinkedIn Sales Navigator, ScoutRival, Semrush, SimilarwebFour alternatives
Ahrefs, Meta Ad Library, Moz, SpyFuKimi K2Kompyte, LinkedIn Sales Navigatoragainst: Crayon, KlueCompetelyChangedagainst: Crayon, Klue, SemrushKompyteagainst: Crayon, Klue, SemrushClientCues, Visualpingagainst: AlphaSense, Contify, Crayon, Klue, SimilarwebKompyteagainst: Crayon, Klueagainst: AlphaSense, Contify, Crayon, Klue, Kompyte, Owler
Two alternatives
Semrush, SpyFuTwo alternatives
SpyFu, VisualpingFour alternatives
Competitors App, Linkeddit Compete, Similarweb, VisualpingSeven alternatives
Google Ads Transparency Center, Google Alerts, Kompyte, Meta Ad Library, Owler, Semrush, SpyFuThree alternatives
LinkedIn Sales Navigator, Semrush, SimilarwebGLM 4.7 FlashXno first choiceagainst: Crayon, KlueVisualpingChangedagainst: Crayon, Klue, Kompyte, Similarweb, SyncGTMKompyteagainst: Crayon, KlueLinkeddit Compete, SpyFuagainst: SemrushKompyteagainst: Ahrefs, AlphaSense, BuzzSumo, Contify, Crayon, Klue, Kompyte, Semrush, Similarweb, Visualping
Eight alternatives
Google Alerts, Kompyte, Owler, Prisync, Semrush, Similarweb, SpyFu, VisualpingTwo alternatives
Debriefing, OwlerSix alternatives
Brand24, Contify, LinkedIn Sales Navigator, Prisync, Semrush, SimilarwebSeven alternatives
Google Alerts, Google Trends, Kompyte, Notion, Owler, Prisync, VisualpingSix alternatives
Crayon, Google Alerts, Klue, Semrush, Similarweb, VisualpingMiniMax M2.5KompyteClientCuesChangedKompyteagainst: Crayon, KlueGoogle Ads Transparency Center, Google Alerts, Meta Ad Libraryagainst: Crayon, Klueno first choiceagainst: AlphaSense, Crayon, Klue
Seven alternatives
Brand24, Crayon, Google Alerts, Klue, LinkedIn Sales Navigator, Semrush, SimilarwebThree alternatives
Kompyte, LinkedIn Sales Navigator, VisualpingOne alternative
LinkedIn Sales NavigatorThree alternatives
Linkeddit Compete, Similarweb, SpyFuGPT-6 LunaVisualpingagainst: Crayon, Klue, KompyteVisualpingHeldVisualpingagainst: Crayon, KlueVisualpingagainst: CrayonCrayon, Klue, Kompyteagainst: Contifyagainst: Ahrefs, Crayon, Klue, Semrush, Similarweb
One alternative
KompyteThree alternatives
Ahrefs, Semrush, SimilarwebTwo alternatives
Semrush, SimilarwebMuse Glimmer 30BKompyte, Similarwebagainst: Crayon, KlueKompyteChangedKompyteagainst: CrayonKompyteagainst: Crayon, KlueKompyteagainst: Crayon, Klueagainst: AlphaSense, Contify, Crayon, Klue, Kompyte
Three alternatives
LinkedIn Sales Navigator, Owler, SyncGTMTwo alternatives
LinkedIn Sales Navigator, VisualpingThree alternatives
Klue, Semrush, SimilarwebOne alternative
VisualpingOne alternative
LinkedIn Sales NavigatorBold 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.
Eighty-four 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 | 2026-11-01 13:21 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:38 | no | 0 | 3 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:31 | yes | 11 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:28 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:07 | yes | 5 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:12 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:32 | yes | 21 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:30 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:33 | yes | 5 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:07 | yes | 12 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:34 | yes | 21 | 18 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:48 | yes | 5 | 69 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:08 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:16 | yes | 11 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:47 | yes | 17 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:56 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:58 | yes | 7 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:29 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:25 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:02 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:15 | yes | 19 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:11 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:17 | yes | 5 | 21 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:50 | yes | 14 | 49 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:38 | yes | 8 | 27 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:57 | yes | 5 | 40 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:36 | yes | 2 | 22 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:50 | yes | 13 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:53 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:03 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:29 | no | 0 | 14 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:17 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:36 | yes | 5 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:02 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:32 | yes | 24 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:23 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:33 | yes | 5 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:37 | yes | 18 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:56 | yes | 23 | 156 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:04 | yes | 13 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:36 | yes | 5 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:49 | yes | 14 | 18 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:41 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:22 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:29 | no | 0 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:44 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:10 | yes | 10 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:39 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:04 | yes | 18 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:34 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:59 | no | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:52 | yes | 10 | 38 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:35 | yes | 19 | 33 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:34 | yes | 10 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:07 | yes | 2 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:11 | yes | 14 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:30 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:39 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:17 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:43 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:47 | yes | 5 | 19 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:31 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:15 | yes | 22 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:00 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:30 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:44 | yes | 20 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:14 | yes | 15 | 86 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:41 | yes | 5 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:53 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:00 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:46 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:14 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:25 | no | 0 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:55 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:02 | yes | 5 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:38 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:21 | yes | 25 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:34 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:12 | yes | 5 | 24 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:10 | yes | 20 | 48 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:25 | yes | 16 | 36 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:04 | yes | 20 | 106 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:11 | yes | 4 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:32 | yes | 11 | 29 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Google Ads Transparency read as Google Ads Transparency Center
Unresolved, counted raw
AdSpy
Compint
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Feedly for Threat Intelligence
G2 Reviews
KWatch
KeystoneIQ
LinkedIn
MarketAgent
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MyIntelBrief
Parano.ai
PowerAdSpy
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Seena
Semrush Competitive Intelligence Features
Stillio
TikTok Creative Center
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