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peec.ai · Otterly · Profound vs. aiva

What is being measured? - from the perspective of global industrial companies

This comparison evaluates the four solutions exclusively from the perspective of a global industrial company with multiple industries, products, applications, languages and markets including China. The benchmark is not whether a tool is generally "good", but whether it answers the visibility questions of a global industrial B2B.

 

peec.ai, Otterly and Profound are among the best-known tools for "visibility in LLMs". At first glance, they solve the same task as aiva. In fact, they differ fundamentally:
in business model,
in model and language coverage, and
in the question of who does the analysis and interprets it.
 

In Brief

peec.ai, Otterly and Profound are SaaS tools: self-service dashboards on subscription or with prompt quotas that the customer sets up, operates and interprets themselves. Profound is the platform among them most strongly geared toward enterprise use.

aiva is not a SaaS product: it is a consulting-based LLM visibility analysis including testing and actionable recommendations - with steered, AI-generated prompts per industry, persona, intent and use case, an open methodology and full coverage of both the Western and Chinese LLM ecosystem.

For global industrial B2B companies with multiple industries, languages, brands and China as a market, pure SaaS dashboards reach clear limits.

Comparison Table: What Is Being Measured?

 

Dimensionpeec.aiOtterlyProfoundaiva
Category / ModelSaaS subscriptionSaaS subscriptionSaaS (enterprise focus)Consulting + testing as a service
Western LLMsBase engines (ChatGPT, Perplexity, AIO); extended models depending on tier/enterprise4 base engines (ChatGPT, Perplexity, AIO, Copilot); Gemini/Claude/AI Mode as add-onUp to ~10 engines (broad model set)All frontier models fully covered
Chinese LLMsDeepSeek only (add-on)NoneDeepSeek onlyDeepSeek, Doubao, Ernie, Qwen, Hunyuan, Kimi
LanguagesPrompts in 115+ languages; dashboardPrompts in all languages; dashboard EN onlyPrompts in 30+ languages; dashboardPrompts in all languages; analysis & delivery in DE/EN/FR/ZH
RegionsMulti-country50+ countries150+ regionsFreely definable
Prompts / question logicAI-suggested + ownKeywords → promptsAuto-generation / consumer dataAI-generated, steered by strategy & dimensions (strengths/weaknesses/gaps)
Brand & industry logicDomain-centric / genericBrand-centric / genericMultiple assets/product lines possibleMulti-layered: group, subsidiaries, products & generic terms in parallel
Methodology transparencyLargely a black boxLargely a black boxPrompts editable, otherwise platform logicOpen: dimensions, personas, prompts auditable as Excel
RecommendationsMonitoring, little guidanceAutomated GEO tipsRecommendations + content agentsConsulting-based, strategic recommendations
Pricing / delivery modelOngoing subscription (tiered plans + add-ons / enterprise)Affordable base subscription (+ add-on costs)Predominantly custom enterpriseOne-off project/consulting engagement
Ideal forMarketing teams & agenciesLean teams, affordable entryEnterprise brands with their own GEO teamGlobal industrial B2B players (multi-brand/multi-market incl. China)

 

Why This Difference Matters to You

The Blind Spot: China

Of the Chinese models, Profound and peec.ai cover only DeepSeek; Otterly covers none at all. If your target markets are in China, or if local systems are used (Doubao, Ernie, Qwen, Hunyuan, Kimi), pure SaaS tools simply do not measure this part of reality. aiva covers the entire Chinese ecosystem.

Industry and Brand Complexity

Industrial B2B players operate under multiple brands (group, subsidiaries, product brands) and compete against different competitors depending on the segment. SaaS tools are often strongly brand- or domain-centric. aiva is designed from the ground up for complex multi-industry setups, subsidiaries and specific B2B terminology.

Steered Questions Instead of Generic Volumes

Many tools work with extrapolated B2C panels or simple keyword generators. For niches within industrial B2B (often only a few hundred decision-makers worldwide), consumer data provides little steering value. aiva generates targeted, qualified prompts along the actual buying journey (BOFU, specific personas, specific use cases).

Conclusion

With peec.ai, Otterly and Profound, you buy a tool and operate it yourself - you define prompts, read dashboards and draw your own conclusions. With aiva, you buy the outcome: a curated analysis with concrete recommendations for your GEO/LLMO strategy. As soon as multiple industries, languages, nested brand structures and the Chinese market come together, a pure dashboard is usually not enough - and that is exactly the gap aiva closes.

 

Want to know which technical and content measures boost your AI visibility the most - and whether the measures you have implemented are actually working? 
An aiva analysis delivers both, in numbers.

Download the aiva sample analysis now (PDF)
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