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Local listings management · November 2026 Edition

SOCi vs Whitespark

Two of fourteen models named SOCi first on the direct prompt; zero named Whitespark. SOCi was named by twelve of the fourteen models and Whitespark by eight and SOCi carries 22 labels and Whitespark 18, so the shares are not directly comparable.

SOCi

accepted challenger

Named in four categories this edition.

Whitespark

accepted challenger

Named in two categories this edition.

First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#8A position in a field of 10; printed, not drawn.
Labels2218A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, SOCi reading right to left. Rank and label count are printed, not drawn.BrightLocal was named alongside these two in ten of the fourteen direct answers. BrightLocal vs SOCi · BrightLocal vs Whitespark · Moz Local vs SOCi

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 local listings 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.
SOCiFirst choices, of fourteen modelsWhitespark
Direct20
Paraphrase00
Comparative00
Budget-constrained01
Scale-constrained00
Negative001 against SOCi
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 SOCi and Whitespark stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
SOCi Whitespark first choice named as an alternative argued againstblank: not namedEach cell is one answer, SOCi on the left and Whitespark on the right.

The direct prompt

The plain question, one answer per model, grouped by where SOCi and Whitespark stood in it.

SOCi first, Whitespark not the choice

2 of 14 modelsWhitespark was named in the answer but not as the choice, or not at all.
Grok 4.20SOCi alternatives: Birdeye, Semrush Local, Yext
MiniMax M2.5SOCi, Semrush Local alternatives: Birdeye, Yext

Neither was the first choice, one was named

1 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniYext alternatives: SOCi, Uberall

Neither was named

11 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5BrightLocal, Semrush Local alternatives: Advice Local, Synup
Gemini 3.5 FlashBrightLocal alternatives: Semrush Local, Uberall
Perplexity SonarYext alternatives: Birdeye, BrightLocal, Semrush Local, Uberall
Mistral SmallBrightLocal alternatives: GBPPromote, Moz Local, Yext
DeepSeek V4 FlashBirdeye, BrightLocal alternatives: Uberall
Llama 4 Maverickno first choice
Qwen 3.7 FlashBrightLocal alternatives: Semrush Local, Uberall
Kimi K2BrightLocal alternatives: Moz Local, Semrush Local, Synup
GLM 4.7 FlashXBrightLocal alternatives: Birdeye, Semrush Local
GPT-6 LunaYext alternatives: BrightLocal, Uberall
Muse Glimmer 30BBrightLocal alternatives: Birdeye, Moz Local, Yext

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
Whitespark leads by four points.
Whitespark4%#4 of 12
SOCi0%#10 of 12
The full small business standing →
Mid-marketThe figures above
The order flips: SOCi leads at mid-market.
SOCi4%#5 of 10
Whitespark2%#8 of 10
The full mid-market standing →
Enterprise
SOCi leads by twenty points.
SOCi20%#2 of 10
Whitespark0%#– of 10
The full enterprise standing →

What the models said about SOCi

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.

“Generally enterprise-oriented with custom pricing and complex workflows. Consider them cautiously” Perplexity Sonar · negative prompt · soft negative
“SOCi (often stylized as SOCi) stands out as the best local listings management platform for a mid-market B2B company” Grok 4.20 · direct prompt · first choice
“I'd recommend starting with SOCi or SEMrush” MiniMax M2.5 · direct prompt · first choice

What the models said about Whitespark

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“For the absolute lowest cost, Whitespark and BrightLocal are your best bets.” Mistral Small · budget prompt · first choice
“many reviewers cite switching to Whitespark or BrightLocal "for more affordable pricing and simpler contracts."” Muse Glimmer 30B · negative prompt · alternative
“Highly regarded for accuracy and Google integration. Often tops "most complete listings" lists; good value.” Grok 4.20 · scale 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.