BrightLocal vs SOCi
Eight of fourteen models named BrightLocal first on the direct prompt; two named SOCi. BrightLocal was named by fourteen of the fourteen models and SOCi by twelve and BrightLocal carries 67 labels and SOCi 22, so the shares are not directly comparable.
Named in four categories this edition.
Named in four categories this edition.
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
BrightLocalFirst choices, of fourteen modelsSOCi
Across every category in the November 2026 Edition, BrightLocal and SOCi were named in the same answer fifty-three times, of the 222 answers naming BrightLocal and the 134 naming SOCi. In those answers SOCi took the first choice five times and BrightLocal fifteen.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | | ||
| GPT-5.4 mini | | | | | ||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | | | |
| Grok 4.20 | | | | | | |
| 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 | | | | | |
BrightLocal SOCi first choice named as an alternative argued againstblank: not namedEach cell is one answer, BrightLocal on the left and SOCi on the right.The direct prompt
BrightLocal first, SOCi not the choice
8 of 14 modelsSOCi was named in the answer but not as the choice, or not at all.SOCi first, BrightLocal not the choice
2 of 14 modelsBrightLocal was named in the answer but not as the choice, or not at all.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.Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.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
BrightLocal45%#1 of 12SOCi0%#10 of 12BrightLocal46%#1 of 10SOCi4%#5 of 10SOCi20%#2 of 10BrightLocal2%#5 of 10What the models said about BrightLocal
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Who should avoid: Larger operators or agencies managing dozens of listings.” Grok 4.20 · negative prompt · hard negative
“BrightLocal is often recommended, but buyers note persistent issues: "eight persistent issues, including performance bottlenecks, a dated user experience, unpredictable costs"” Muse Glimmer 30B · negative prompt · soft negative
“Other platforms like BrightLocal and Moz Local have also received some negative feedback, but they also offer useful features” Llama 4 Maverick · negative prompt · soft negative
“BrightLocal is the top recommendation due to its comprehensive features, strong reputation, and value for multi-location management.” Mistral Small · paraphrase prompt · first choice
“BrightLocal is the best fit for agencies and local brands needing recurring multi-location listing audits with audit-ready reporting.” Muse Glimmer 30B · comparative prompt · first choice
“BrightLocal: Strong for agencies/SMBs scaling up. Excellent listings sync, reporting, and review tools. Affordable entry point” Grok 4.20 · scale prompt · first choice
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
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.