Public AI Customer Agents brand benchmark
Ranks a reviewed AI Customer Agents brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
- Version
- 4-ai-customer-agent-platforms-2026-07-27-models-64232fd32583
- Published
- Jul 27, 2026
- Live boards
- 7
- Method ID
- public-ai-customer-agent-platforms
Where the facts come from
- Providers
- Provider
openai
- Configured Model
openai/gpt-4o-mini
- Provider
anthropic
- Configured Model
anthropic/claude-haiku-4-5
- Provider
gemini
- Configured Model
google/gemini-2.5-flash
- Provider Views
- Provider
openai
- Board Slug
ai-customer-agent-platforms-brand-openai-visibility
- Primary Metric Slug
public-prompt-openai-brand-recommendation-presence
- Provider
anthropic
- Board Slug
ai-customer-agent-platforms-brand-anthropic-visibility
- Primary Metric Slug
public-prompt-anthropic-brand-recommendation-presence
- Provider
gemini
- Board Slug
ai-customer-agent-platforms-brand-gemini-visibility
- Primary Metric Slug
public-prompt-gemini-brand-recommendation-presence
- Provider Matrix Version
64232fd32583
How the order is produced
recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug
When the method reruns
- daily
Boards using this version
Only live, quality-gated boards appear. Each board opens on the exact published table and evidence path.
| Board | Primary measure | Rows | Confidence | Freshness | Board version | Cadence | Evidence |
|---|---|---|---|---|---|---|---|
| AI Customer Agent Platform Rankai-customer-agent-platform-brand-rank | public-prompt-brand-recommendation-presence | 12 | 100% | current | 4-ai-customer-agent-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Customer Agents Brand Visibilityai-customer-agent-platforms-brand-visibility | public-prompt-brand-mention-coverage | 12 | 100% | current | 4-ai-customer-agent-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Customer Agents Citation Shareai-customer-agent-platforms-brand-citation-share | public-prompt-brand-citation-share | 12 | 100% | current | 4-ai-customer-agent-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Customer Agents Engine Breadthai-customer-agent-platforms-brand-engine-breadth | public-prompt-brand-engine-breadth | 12 | 100% | current | 4-ai-customer-agent-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Customer Agents Brands in OpenAI Model API Answersai-customer-agent-platforms-brand-openai-visibility | public-prompt-openai-brand-recommendation-presence | 12 | 100% | current | 4-ai-customer-agent-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Customer Agents Brands in Anthropic Model API Answersai-customer-agent-platforms-brand-anthropic-visibility | public-prompt-anthropic-brand-recommendation-presence | 12 | 100% | current | 4-ai-customer-agent-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Customer Agents Brands in Gemini Model API Answersai-customer-agent-platforms-brand-gemini-visibility | public-prompt-gemini-brand-recommendation-presence | 12 | 100% | current | 4-ai-customer-agent-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
Complete measurement ledger
These fields are stored with the methodology version. A changed contract must publish a new version before comparable movement can resume.
Prompts
- Slug
best-ai-customer-service-agent
- Text
Which AI customer service agent platforms are best for resolving requests accurately, taking safe actions, and handing off to people?
- Intent
recommendation
- Slug
ai-customer-agent-enterprise
- Text
Recommend an AI customer service agent for a global enterprise that needs governance, permissions, auditability, reliability, and support.
- Intent
recommendation
- Slug
ai-customer-agent-saas
- Text
Which AI support agent is strongest for a software company using product context, account data, technical documentation, and human escalation?
- Intent
recommendation
- Slug
ai-customer-agent-ecommerce
- Text
Recommend an AI customer service agent for ecommerce that can answer questions and safely handle orders, returns, refunds, and exchanges.
- Intent
recommendation
- Slug
ai-customer-agent-contact-center
- Text
Which AI customer agent platforms are best for high-volume voice and digital contact centers with routing, quality, and workforce workflows?
- Intent
recommendation
- Slug
ai-customer-agent-regulated
- Text
Recommend an AI service agent for a regulated business that needs grounded answers, approved actions, privacy controls, and complete audit logs.
- Intent
recommendation
- Slug
ai-customer-agent-complex-actions
- Text
Which AI customer service agents are strongest for multi-step requests that require identity checks, system actions, exceptions, and approvals?
- Intent
recommendation
- Slug
ai-customer-agent-multilingual
- Text
Recommend an AI customer agent for multilingual service across chat, email, messaging, and voice with consistent policy and escalation.
- Intent
recommendation
- Slug
ai-customer-agent-buying-criteria
- Text
Compare AI customer agent platforms on resolution quality, grounding, actions, channels, integrations, safety, analytics, governance, and price.
- Intent
commercial
- Slug
ai-customer-agent-resolution-test
- Text
Create a reproducible AI customer agent benchmark covering resolution, accuracy, policy compliance, actions, escalation, latency, and customer effort.
- Intent
commercial
- Slug
ai-customer-agent-safety-test
- Text
Design a safety test for AI customer agents using prompt injection, sensitive data, unauthorized actions, uncertainty, rollback, and escalation.
- Intent
commercial
- Slug
ai-customer-agent-grounding
- Text
Compare AI customer agents on knowledge ingestion, freshness, citations, permissions, conflicting sources, structured facts, and answer controls.
- Intent
commercial
- Slug
ai-customer-agent-integrations
- Text
Compare AI customer agents on help desk, CRM, commerce, identity, billing, order, product, telephony, workflow, and custom API integrations.
- Intent
commercial
- Slug
ai-customer-agent-pricing
- Text
How should a buyer compare AI customer agent pricing across resolutions, conversations, minutes, actions, models, implementation, and support?
- Intent
commercial
- Slug
ai-customer-agent-lock-in
- Text
Which criteria expose knowledge, workflow, action, evaluation, transcript, integration, model, export, and pricing lock-in in an AI customer agent?
- Intent
commercial
- Slug
ai-customer-agent-shortlist
- Text
Create a shortlist of AI customer agent vendors for a global company standardizing safe autonomous service across brands, regions, and channels.
- Intent
commercial
Category
ai-customer-agent-platforms
Providers
- Provider
openai
- Configured Model
openai/gpt-4o-mini
- Provider
anthropic
- Configured Model
anthropic/claude-haiku-4-5
- Provider
gemini
- Configured Model
google/gemini-2.5-flash
Cost Policy
- Cost Basis
Provider-reported LLM cost returned by the existing AI Rank provider/cache layer.
- Maximum Daily Billed Cost Usd
2.00
- Maximum Daily Provider Calls
60
- Maximum Daily Provider Attempts Including Retries
72
Limitations
- This is one daily response per prompt/provider pair; model output can vary between runs.
- The fixed 16-prompt AI Customer Agents category does not estimate general market share or brand awareness.
- Presence share and citation share are relative only to the reviewed 12-brand universe; untracked brands are excluded from those denominators.
- OpenAI, Anthropic, and Google are both evaluated brands and configured model providers; no self-provider bias correction is applied.
Rank Formula
recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug
Answer Policy
- Published Evidence
answer hashes, deterministic bounded brand counts, and deduplicated URL-derived citation counts
- Full Provider Answers Published
No
- Full Provider Answers Stored In Public Index
No
Corpus Version
ai-customer-agent-platforms-2026-07-27
Provider Views
- Provider
openai
- Board Slug
ai-customer-agent-platforms-brand-openai-visibility
- Primary Metric Slug
public-prompt-openai-brand-recommendation-presence
- Provider
anthropic
- Board Slug
ai-customer-agent-platforms-brand-anthropic-visibility
- Primary Metric Slug
public-prompt-anthropic-brand-recommendation-presence
- Provider
gemini
- Board Slug
ai-customer-agent-platforms-brand-gemini-visibility
- Primary Metric Slug
public-prompt-gemini-brand-recommendation-presence
Runner Version
4
Canonical Brands
- Name
Intercom Fin
- Aliases
- Intercom Fin
- Fin AI Agent
- Entity Slug
intercom-fin
- Primary Domain
intercom.com
- Citation Domains
- intercom.com
- Case Sensitive Aliases
- Name
Zendesk AI Agents
- Aliases
- Zendesk AI Agents
- Zendesk AI Agent
- Entity Slug
zendesk-ai-agents
- Primary Domain
zendesk.com
- Citation Domains
- zendesk.com
- support.zendesk.com
- Case Sensitive Aliases
- Name
Salesforce Agentforce
- Aliases
- Salesforce Agentforce
- Agentforce for Service
- Entity Slug
salesforce-agentforce-service
- Primary Domain
salesforce.com
- Citation Domains
- salesforce.com
- help.salesforce.com
- Case Sensitive Aliases
- Name
Sierra
- Aliases
- Sierra AI
- Sierra Agent
- Entity Slug
sierra-ai
- Primary Domain
sierra.ai
- Citation Domains
- sierra.ai
- Case Sensitive Aliases
- Name
Decagon
- Aliases
- Decagon
- Decagon AI
- Entity Slug
decagon
- Primary Domain
decagon.ai
- Citation Domains
- decagon.ai
- Case Sensitive Aliases
- Name
Ada
- Aliases
- Ada CX
- Ada AI Customer Service
- Entity Slug
ada-cx
- Primary Domain
ada.cx
- Citation Domains
- ada.cx
- Case Sensitive Aliases
- Name
Forethought
- Aliases
- Forethought AI
- Forethought Autoflows
- Entity Slug
forethought
- Primary Domain
forethought.ai
- Citation Domains
- forethought.ai
- Case Sensitive Aliases
- Name
PolyAI
- Aliases
- PolyAI
- Poly AI Agent Studio
- Entity Slug
polyai
- Primary Domain
poly.ai
- Citation Domains
- poly.ai
- Case Sensitive Aliases
- Name
Maven AGI
- Aliases
- Maven AGI
- MavenAGI
- Entity Slug
maven-agi
- Primary Domain
mavenagi.com
- Citation Domains
- mavenagi.com
- Case Sensitive Aliases
- Name
Gorgias AI Agent
- Aliases
- Gorgias AI Agent
- Gorgias Automate
- Entity Slug
gorgias-ai-agent
- Primary Domain
gorgias.com
- Citation Domains
- gorgias.com
- docs.gorgias.com
- Case Sensitive Aliases
- Name
Kustomer AI Agents
- Aliases
- Kustomer AI Agents
- Kustomer IQ
- Entity Slug
kustomer-ai-agents
- Primary Domain
kustomer.com
- Citation Domains
- kustomer.com
- help.kustomer.com
- Case Sensitive Aliases
- Name
Cognigy
- Aliases
- Cognigy
- Cognigy.AI
- Entity Slug
cognigy
- Primary Domain
cognigy.com
- Citation Domains
- cognigy.com
- docs.cognigy.com
- Case Sensitive Aliases
Benchmark Version
4-ai-customer-agent-platforms-2026-07-27-models-64232fd32583
Evaluation Surface
- Search
A common Rank.ai web-search tool is available to all three configured models.
- Gateway
Rank.ai's configured OpenRouter-compatible gateway
- Not Consumer Products
Results measure the configured model/API runs, not the ChatGPT, Claude, or Gemini consumer application interfaces.
Strict Completeness
- Prompt Count
16
- Provider Count
3
- Required Successful Runs
48
Measurement Semantics
- Confidence
A value of 1.0 means the complete frozen cohort passed the deterministic extraction and publication gates; it is not a statistical confidence interval.
- Citation Share Denominator
Distinct answer-level HTTP(S) citation URLs whose URL-derived hostname matches any reviewed brand domain.
- Presence Share Denominator
The sum of reviewed-brand answer-presences. One answer may contribute presence to multiple brands.
- Mention Coverage Denominator
48 answers: all 16 prompts multiplied by 3 configured providers.
- Provider Citation Share Denominator
Distinct reviewed-brand-domain citations within the named configured model API provider's 20-answer cohort.
- Recommendation Presence Denominator
24 answers: recommendation-intent prompts multiplied by 3 configured providers.
- Provider Mention Coverage Denominator
16 prompts for the named configured model API provider.
- Provider Recommendation Presence Denominator
8 recommendation-intent prompts for the named configured model API provider.
Provider Matrix Version
64232fd32583
Recommendation Semantics
Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.