AI VISIBILITY REPORT

Cohere

Complete AI search performance analysis

30 prompts · 3 platforms · 90 responses

Mention Rate

named in 5 of 90 answers

needs work

About Cohere

Cohere

Cohere is an enterprise AI company focused on private, secure, customizable AI models and applications for organizations that need strong data control, deployment flexibility, and compliance support. It offers enterprise models, search and retrieval components, speech-to-text, and workplace automation tools for building and deploying AI in controlled environments.

Category: Enterprise AI / LLM platformSegment: Large enterprisesKey rival: Amazon Bedrock

Scorecard

Across all 90 AI answers

Visibility Score

0–100 · how often & how high you appear

Mention rate ÷ average rank (0–100). Higher when AI names you often and near the top.

Share of Voice

2.9%

your share vs competitors

Your share of the AI conversation, compared to competitors

Average Rank

#2.6

your position when you appear

Your typical position in AI recommendations

Visibility Distribution

Where you land across 90 answers — 30 prompts × 3 platforms

94%

Top pick #1 · 3 runs

Recommended #2–3 · 0 runs

Mentioned #4+ · 2 runs

Missing Not mentioned · 85 runs

Platform Performance

How your brand shows up on each AI platform — 30 prompts each

ChatGPT

0/30 responses mention you

Google Overview

Avg rank #5.0

2/30 responses mention you

Perplexity

10%

Avg rank #1.0

3/30 responses mention you

Competitive
Landscape

How you compare against competitors
in AI visibility

3%YOUR SHARE

share of voice

Google Vertex AI27.2%

OpenAI API12.1%

IBM watsonx5.1%

Amazon Bedrock5.0%

Anthropic4.2%

Microsoft Copilot Studio3.0%

Cohere2.9%

Glean2.8%

Other37.7%

Prompt-Level Detail

Every prompt we ran, tagged by type, with who showed up alongside you

All Prompts

● = platforms that mentioned you (of 3)30 prompts

Prompt

Type

Competitors

Platforms

Avg Rank

What is the best enterprise AI platform for a regulated company that needs private deployment, strong data control, and customization on proprietary data?

Recommendations

1st

What is the difference between embeddings, reranking, and generative models in an enterprise AI stack?

Educational

1st

What should developers know before integrating an enterprise chat, embed, and rerank API stack?

Educational

1st

How do enterprise AI platforms compare for document search, summarization, and classification?

Comparisons

6th

How do leading enterprise AI platforms compare for security, compliance, and deployment flexibility?

Comparisons

—

Which AI platforms are best for building internal copilots on sensitive company data?

Recommendations

—

What should I look for in a private AI vendor if my team needs VPC or on-prem deployment?

Buying intent

—

How do enterprise LLM platforms handle customer data, and what questions should I ask about retention and training?

Educational

—

What are the best alternatives for enterprises that need secure AI with compliance documentation?

Recommendations

—

How do AI platforms for enterprises compare on SOC 2, ISO 27001, HIPAA, and GDPR support?

Comparisons

—

What is the best AI platform for turning fragmented enterprise data into searchable insights?

Recommendations

—

How do search relevance models improve enterprise knowledge search?

Educational

—

Which enterprise AI platform is best for multilingual use cases across global teams?

Recommendations

—

How do secure enterprise AI platforms support workflow automation without exposing sensitive data?

Comparisons

—

What is the best AI solution for automating internal business processes in a regulated environment?

Recommendations

—

How should an enterprise evaluate an AI vendor for governance, auditability, and control?

Educational

—

What are the benefits of using a dedicated enterprise AI environment instead of a shared public model endpoint?

Educational

—

Which enterprise AI platforms are most suitable for financial services and other regulated industries?

Recommendations

—

What features matter most when buying an enterprise AI platform for internal knowledge assistants?

Buying intent

—

How can companies use enterprise embeddings to improve search across internal documents?

Educational

—

What is the best enterprise AI platform for building AI applications with proprietary data?

Recommendations

—

How do enterprise AI platforms compare on developer experience, API quality, and documentation?

Comparisons

—

Which secure AI platforms work best for teams that need both model access and workflow orchestration?

Recommendations

—

How do I compare enterprise AI vendors for data residency and hosting requirements?

Buying intent

—

What questions should I ask during an enterprise AI proof of concept?

Buying intent

—

How do AI search rerankers improve relevance in enterprise search products?

Educational

—

Which enterprise AI platform is best for combining search, reasoning, and automation?

Recommendations

—

How do leading enterprise AI platforms compare for multimodal capabilities?

Comparisons

—

What is the safest way to use AI with sensitive customer or employee data?

Educational

—

How do private AI platforms support compliance teams during vendor review?

Educational

—

What is the best enterprise AI platform for a regulated company that needs private deployment, strong data control, and customization on proprietary data?

Type

Recommendations

Avg Rank

1st

Platforms

Competitors

What is the difference between embeddings, reranking, and generative models in an enterprise AI stack?

Type

Educational

Avg Rank

1st

Platforms

Competitors

What should developers know before integrating an enterprise chat, embed, and rerank API stack?

Type

Educational

Avg Rank

1st

Platforms

Competitors

How do enterprise AI platforms compare for document search, summarization, and classification?

Type

Comparisons

Avg Rank

6th

Platforms

Competitors

How do leading enterprise AI platforms compare for security, compliance, and deployment flexibility?

Type

Comparisons

Avg Rank

—

Platforms

Competitors

Which AI platforms are best for building internal copilots on sensitive company data?

Type

Recommendations

Avg Rank

—

Platforms

Competitors

What should I look for in a private AI vendor if my team needs VPC or on-prem deployment?

Type

Buying intent

Avg Rank

—

Platforms

Competitors

How do enterprise LLM platforms handle customer data, and what questions should I ask about retention and training?

Type

Educational

Avg Rank

—

Platforms

Competitors

—

What are the best alternatives for enterprises that need secure AI with compliance documentation?

Type

Recommendations

Avg Rank

—

Platforms

Competitors

#10

How do AI platforms for enterprises compare on SOC 2, ISO 27001, HIPAA, and GDPR support?

Type

Comparisons

Avg Rank

—

Platforms

Competitors

#11

What is the best AI platform for turning fragmented enterprise data into searchable insights?

Type

Recommendations

Avg Rank

—

Platforms

Competitors

#12

How do search relevance models improve enterprise knowledge search?

Type

Educational

Avg Rank

—

Platforms

Competitors

—

#13

Which enterprise AI platform is best for multilingual use cases across global teams?

Type

Recommendations

Avg Rank

—

Platforms

Competitors

#14

How do secure enterprise AI platforms support workflow automation without exposing sensitive data?

Type

Comparisons

Avg Rank

—

Platforms

Competitors

#15

What is the best AI solution for automating internal business processes in a regulated environment?

Type

Recommendations

Avg Rank

—

Platforms

Competitors

#16

How should an enterprise evaluate an AI vendor for governance, auditability, and control?

Type

Educational

Avg Rank

—

Platforms

Competitors

—

#17

What are the benefits of using a dedicated enterprise AI environment instead of a shared public model endpoint?

Type

Educational

Avg Rank

—

Platforms

Competitors

#18

Which enterprise AI platforms are most suitable for financial services and other regulated industries?

Type

Recommendations

Avg Rank

—

Platforms

Competitors

#19

What features matter most when buying an enterprise AI platform for internal knowledge assistants?

Type

Buying intent

Avg Rank

—

Platforms

Competitors

#20

How can companies use enterprise embeddings to improve search across internal documents?

Type

Educational

Avg Rank

—

Platforms

Competitors

—

#21

What is the best enterprise AI platform for building AI applications with proprietary data?

Type

Recommendations

Avg Rank

—

Platforms

Competitors

#22

How do enterprise AI platforms compare on developer experience, API quality, and documentation?

Type

Comparisons

Avg Rank

—

Platforms

Competitors

#23

Which secure AI platforms work best for teams that need both model access and workflow orchestration?

Type

Recommendations

Avg Rank

—

Platforms

Competitors

#24

How do I compare enterprise AI vendors for data residency and hosting requirements?

Type

Buying intent

Avg Rank

—

Platforms

Competitors

#25

What questions should I ask during an enterprise AI proof of concept?

Type

Buying intent

Avg Rank

—

Platforms

Competitors

—

#26

How do AI search rerankers improve relevance in enterprise search products?

Type

Educational

Avg Rank

—

Platforms

Competitors

#27

Which enterprise AI platform is best for combining search, reasoning, and automation?

Type

Recommendations

Avg Rank

—

Platforms

Competitors

#28

How do leading enterprise AI platforms compare for multimodal capabilities?

Type

Comparisons

Avg Rank

—

Platforms

Competitors

#29

What is the safest way to use AI with sensitive customer or employee data?

Type

Educational

Avg Rank

—

Platforms

Competitors

#30

How do private AI platforms support compliance teams during vendor review?

Type

Educational

Avg Rank

—

Platforms

Competitors

—

Citation Ecosystem

Understanding where AI models source information about your brand

Citation Breakdowncitations by source type

100%Third Party

Owned 0%

Competitor 0%

Third Party 100%

Not Cited 0%

Top Domainsthe sources AI cites most

youtube.com34

medium.com31

linkedin.com29

reddit.com28

moveworks.com16

Cohere

Mention Rate

Cohere

Scorecard

Visibility Score

Share of Voice

Average Rank

Visibility Distribution

Platform Performance

ChatGPT

Google Overview

Perplexity

CompetitiveLandscape

Prompt-Level Detail

All Prompts

Citation Ecosystem

Competitive
Landscape