Review and reputation management · October 2026 Edition
ReviewTrackers vs Grade.us
Five of fourteen models named ReviewTrackers first on the direct prompt; one named Grade.us. ReviewTrackers was named by eleven of the fourteen models and Grade.us by eight and ReviewTrackers carries 25 labels and Grade.us 12, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share12%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 9; printed, not drawn.
Labels2512A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, ReviewTrackers reading right to left. Rank and label count are printed, not drawn.Birdeye was named alongside these two in nine of the fourteen direct answers. Birdeye vs ReviewTrackers · Birdeye vs Grade.us · ReviewTrackers vs Podium
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the review and reputation management page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
ReviewTrackersFirst choices, of fourteen modelsGrade.us
Direct51
Paraphrase20
Comparative00
Budget-constrained001 against Grade.us
Scale-constrained00
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where ReviewTrackers and Grade.us stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | | |||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | | | ||||
| Grok 4.1 Fast | | | | |||
| Mistral Small | | |||||
| DeepSeek V4 Flash | | | | | ||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | ||||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | |||||
| MiniMax M2.5 | | | ||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | |
ReviewTrackers Grade.us first choice named as an alternative argued againstblank: not namedEach cell is one answer, ReviewTrackers on the left and Grade.us on the right.The direct prompt
The plain question, one answer per model, grouped by where ReviewTrackers and Grade.us stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Llama 4 MaverickBazaarvoice, Grade.us, ReviewTrackers
ReviewTrackers first, Grade.us an alternative
4 of 14 modelsGrade.us was named in the answer but not as the choice, or not at all.Mistral SmallBazaarvoice, ReviewTrackers alternatives: Grade.us, Podium
Kimi K2ReviewTrackers alternatives: G2 Marketing Solutions, Reviewflowz
GLM 4.7 FlashXReviewTrackers alternatives: Capterra, G2 Buyer Intent
Muse Glimmer 30BReviewTrackers alternatives: Birdeye, G2 Marketing Solutions, Podium, Trustpilot
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Grok 4.1 FastBirdeye alternatives: Podium, ReviewTrackers, Trustpilot, Yotpo
DeepSeek V4 FlashBirdeye alternatives: Grade.us, Reputation, Yext
MiniMax M2.5Birdeye, Podium alternatives: Capterra, G2 Buyer Intent, Grade.us, Reputation
Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5G2 Buyer Intent alternatives: Capterra, Clutch, Reviewflowz, TrustRadius
GPT-5.4 miniG2 Buyer Intent alternatives: Birdeye, Reputation
Gemini 3.5 FlashReviewflowz alternatives: Birdeye, HiFiveStar, Sprout Social, Trustpilot
Perplexity SonarReputation alternatives: Birdeye, Reviewflowz
Qwen 3.7 FlashBirdeye, Pulse alternatives: Reviewflowz, TrustRadius, TrustSpot
GPT-6 LunaG2 Buyer Intent alternatives: Birdeye, Reputation
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Grade.us leads by four points.
Grade.us4%#– of 11ReviewTrackers0%#9 of 11Mid-marketThe figures above
The order flips: ReviewTrackers leads at mid-market.
ReviewTrackers12%#2 of 9Grade.us2%#6 of 9Enterprise
Level: the same share of first choices.
ReviewTrackers2%#3 of 9Grade.us2%#– of 9What the models said about ReviewTrackers
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“I would recommend ReviewTrackers if your main need is managing customer reviews, sentiment, and location-level feedback in one place.” Perplexity Sonar · paraphrase prompt · first choice
“if you need broad multi-site monitoring/analytics for a mid-market B2B brand, ReviewTrackers is the consensus top pick” Muse Glimmer 30B · direct prompt · first choice
“The best online review management platform for a mid-market B2B company is ReviewTrackers, Grade.us, or Bazaarvoice.” Llama 4 Maverick · direct prompt · first choice
What the models said about Grade.us
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“However, pricing has increased recently (now starting at $180/month for Professional plans in some cases)” Kimi K2 · budget prompt · soft negative
“The best online review management platform for a mid-market B2B company is ReviewTrackers, Grade.us, or Bazaarvoice.” Llama 4 Maverick · direct prompt · first choice
“For agencies needing white-label solutions: Grade.us offers strong reporting and branding options” MiniMax M2.5 · comparative prompt · alternative
“A mid-market-focused platform with strong white-label options and agency-friendly workflows.” DeepSeek V4 Flash · direct prompt · alternative
Also compared
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.