Buyer prompt · published evidence

Which criteria expose knowledge, workflow, action, evaluation, transcript, integration, model, export, and pricing lock-in in an AI customer agent?

An exact prompt-level view of which reviewed brands surfaced and which public URLs the configured AI models cited. No answer text or tenant data is published.

Intent
commercial
Model providers
3
Categories
1
Last observed
Sep 1, 2026, 12:00 AM UTC
Competitive outcome

Brands surfaced

Ordered by provider breadth, then total mentions and owned-domain citations. A mention is not an endorsement or a position claim.

#BrandCategoryProvidersMentionsOwned citationsProvider evidence
01Intercom Finintercom.comService agents101Openai
02Maven AGImavenagi.comService agents101Openai
Model comparison

Answer matrix

One row per configured provider and category snapshot. Hashes prove answer identity without publishing stored answer text.

ProviderModel versionCategoryBrands surfacedCitationsUnique domainsAnswer hash
Openaiopenai/gpt-4o-miniService agentsIntercom Fin · Maven AGI77049a9b41…f12f8
Anthropicanthropic/claude-haiku-4-5Service agentsNone observed009dedd3f5…12805
Geminigoogle/gemini-2.5-flashService agentsNone observed99262e86ba…e9cae
URL-derived citations

Sources cited

Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.

DomainCited pageBest positionProvidersObservationsCategories
fin.aihttps://fin.ai/learn/how-to-evaluate-ai-agents-customer-service1Openai1Service agents
xtrace.aihttps://xtrace.ai/blog/ai-vendor-lock-in1Gemini1Service agents
cxtoday.comhttps://cxtoday.com/ai-automation-in-cx/the-new-ai-risk-no-one-is-talking-about-lock-in-contentguru-cs-0026/2Gemini1Service agents
mavenagi.comhttps://mavenagi.com/resources/how-to-evaluate-ai-agents-enterprise-customer-service2Openai1Service agents
eliassen.comhttps://eliassen.com/blog/what-is-ai-vendor-lock-in-and-why-does-it-matter3Gemini1Service agents
swept.aihttps://swept.ai/ai-customer-service-agent-evaluation3Openai1Service agents
mindstudio.aihttps://mindstudio.ai/blog/how-to-build-ai-agent-avoid-vendor-lock-in4Gemini1Service agents
udeskglobal.comhttps://udeskglobal.com/blog/ai-agent-evaluation-guide-building-reliable-compliant-and-scalable-customer-service-agents.html4Openai1Service agents
agentlock.devhttps://agentlock.dev/5Gemini1Service agents
intercom.comhttps://intercom.com/blog/what-matters-when-evaluating-ai-agents-for-customer-service/5Openai1Service agents
fin.aihttps://fin.ai/learn/evaluate-vendor-lock-in-ai-customer-service6Gemini1Service agents
ibm.comhttps://ibm.com/think/topics/ai-agent-evaluation6Openai1Service agents
facebook.comhttps://facebook.com/DelineaInc/videos/an-ai-agent-requests-ongoing-access-to-customer-data-because-itll-save-timeappro/1061522780177754/7Gemini1Service agents
linkedin.comhttps://linkedin.com/pulse/what-really-matters-when-evaluating-ai-agent-customer-service-piptc7Openai1Service agents
tfsfventures.comhttps://tfsfventures.com/blog/avoiding-vendor-lock-in-ai-agent-platforms8Gemini1Service agents
smythos.comhttps://smythos.com/ai-trends/how-to-avoid-ai-lock-in/9Gemini1Service agents
Snapshot IDs327bfab8-d298-4c5f-8adc-58f406c1f295
Corpus versionsai-customer-agent-platforms-2026-07-27
Benchmark versions4-ai-customer-agent-platforms-2026-07-27-models-64232fd32583

Coverage: Service agents. Full answers stored: no · Full answers published: no · Tenant data included: no.