Cohort · AI customer experience tools
AI customer experience tools, scored.
How we score
Four stages, evidence-graded throughout.
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Cohort gate
Public pricing. Integrations doc. Ten or more customers. Self-serve path.
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Weighted rubric
Each dimension scored zero to four. Every cell tagged MEASURED, CITED, or ESTIMATED.
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Total score
Weighted sum out of one hundred. Seven-day right-of-reply window before publishing.
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Ranked and published
Updated when new vendors qualify or when fact-check replies land corrections.
A quick read on the top of the rubric. Each card links into the full scorecard in the next tab.
- 01 Glia FinServ digital CX 93 /100
- 02 Maven AGI Governance-certified agent 93 /100
- 03 Intercom Fin Transparent AI agent 91 /100
- 04 Zendesk AI Agents Verified-outcome billing 90 /100
- 05 Sierra Agentic transactional CX 93 /100
- 06 Ada Omnichannel ARR leader 78 /100
- 07 Forethought Zendesk-aligned RAG 78 /100
- 08 Kustomer AI-native CRM 76 /100
- 09 Decagon AI Multi-LLM concierge 71 /100
- 10 Cresta Agent-assist heritage 74 /100
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01 Glia Desk research FinServ digital CX FinTech Insurance 93 /100
Top strength Only platform in the cohort with a contractual hallucination guarantee + 100+ banking-core pre-builts (FIS, Fiserv, Jack Henry, Alkami, Q2). The FinServ-default for a reason.
Top gap Pricing not public; FI integration timeline still measured in months not weeks.
Best for Banks, credit unions, and insurers who can't afford a hallucination on a regulated channel.
02 Maven AGI Desk research Governance-certified agent B2B SaaS FinTech Healthcare Insurance Retail Consulting Manufacturing Education Media 93 /100
Top strength Highest named-customer resolution rates in the cohort (Mastermind 93%, Papaya Pay 90%, Clio 80%) plus ISO/IEC 42001 AI-governance certification (Feb 2026, A-LIGN audit) + days-to-live deployment.
Top gap Pricing fully opaque (~$100K floor), no per-resolution rate to model.
Best for Enterprises with regulated stakeholders who need ISO 42001-grade governance documented, not just promised.
03 Sierra Desk research Agentic transactional CX Retail B2B SaaS FinTech Insurance Media 93 /100
Top strength Genuine transactional autonomy across the full omnichannel surface (Stripe, Salesforce, custom backend write-actions), with brand-voice fidelity that matches the price tag, and ISO/IEC 42001 + ISO 27001 certification (Jul 2025) makes the agentic decision trail independently auditable.
Top gap Opaque outcome-based pricing with reported $200K+ year-one floor blocks SMB/mid-market evaluation.
Best for Consumer brands (retail, travel, fintech) with serious volume that need an agent to actually move money and change subscriptions, not just answer FAQs.
Founded by Bret Taylor + Clay Bavor; ~$100M ARR, $10B valuation 2025. Risk-adjusted enterprise bet.
04 Intercom Fin Desk research Transparent AI agent B2B SaaS FinTech Retail Media Consulting Education 91 /100
Top strength Only platform in the cohort with public per-outcome pricing ($0.99/resolution) AND a proprietary CX-tuned model (Fin Apex 1.0) AND under-an-hour setup AND 9 helpdesk connectors.
Top gap Resolution depth still trails Sierra/Decagon for fully autonomous multi-step transactional flows on first-party non-Intercom backends.
Best for Teams that want an AI agent live this week, with a price they can defend in a board deck, especially if they already use Zendesk, Salesforce, HubSpot, Freshdesk, or Intercom.
Pricing transparency makes Fin the de-facto benchmark every other vendor is compared against.
05 Zendesk AI Agents Desk research Verified-outcome billing B2B SaaS FinTech Healthcare Insurance Retail Consulting Manufacturing Real Estate Education Media 90 /100
Top strength Transparent $1.50/$2.00 per resolution + minutes-to-launch + LLM-verified outcomes. Easiest to evaluate in the cohort.
Top gap 80%+ headline rate isn't field-typical; brand-voice controls less granular than Fin's channel-specific Guidance.
Best for Zendesk Suite customers who want a frictionless add-on without re-platforming.
06 Ada Desk research Omnichannel ARR leader Retail Media B2B SaaS FinTech Consulting 78 /100
Top strength Strongest named-customer ARR benchmarks in the cohort (Tilt 84%, Cebu Pacific +34%) with deepest channel surface for non-voice consumer brands.
Top gap Conversation-based pricing (you pay for failed escalations) + no public price list keeps SMBs out.
Best for Mid-market+ consumer brands prioritizing breadth of digital channels over white-glove voice or per-resolution economics.
07 Forethought Desk research Zendesk-aligned RAG B2B SaaS Retail FinTech Media 78 /100
Top strength Honest, public benchmarks (65% average autonomous resolution, range 44-87%) + relatively transparent hybrid pricing + Zendesk parentage gives a clear roadmap.
Top gap Brand-voice + governance tooling is the lightest in the cohort; future is increasingly tied to Zendesk's roadmap.
Best for Existing Zendesk customers who want SupportGPT-grade RAG without leaving the Zendesk stack.
Acquired by Zendesk; long-term independence questionable.
08 Kustomer Desk research AI-native CRM Retail B2B SaaS Media Consulting 76 /100
Top strength AI baked into the CRM (not bolted onto a ticketing system) + AI features included rather than priced as add-ons.
Top gap 40% autonomous-resolution ceiling lags frontier vendors; LLM provider undisclosed.
Best for Shopify-heavy DTC retailers who want CRM and AI in one system rather than bolting AI onto Zendesk.
09 Cresta Desk research Agent-assist heritage FinTech Insurance Retail Healthcare Media 74 /100
Top strength Cross-cohort buyer can lean on Cresta's Ocean-1 foundational model + agent-assist heritage to bridge call-center coaching and customer-facing CX, and Cresta is the first contact-center AI provider to hold ISO/IEC 42001 (Jan 2025, Sensiba audit), making the AI-management posture independently audited rather than self-attested.
Top gap Customer-facing AI Agent product is newer + pricing/deploy-time still enterprise-classic.
Best for Buyers already running Cresta Agent Assist who want to extend to a customer-facing AI Agent with the same Ocean-1 backbone.
Cross-listed with the AI call-center cohort: same vendor, different rubric, same Ocean-1 backbone.
10 Decagon AI Desk research Multi-LLM concierge B2B SaaS Retail FinTech Media 71 /100
Top strength Multi-LLM "concierge" pattern with proven transactional outcomes at named consumer SaaS brands (Notion, Duolingo, Rippling).
Top gap Opaque pricing + thinner public guardrails artifact than Sierra/Glia.
Best for High-growth consumer SaaS that wants an agentic concierge across voice + chat + email without wedding itself to the Intercom or Zendesk stack.
11 Lorikeet Desk research Deterministic AI customer concierge for regulated industries FinTech Healthcare Retail 68 /100
Top strength Differentiator vs Decagon, Sierra, Maven AGI in the cohort: deterministic workflow architecture — every decision step is auditable and editable, no free-form LLM hallucinations in customer-facing replies. Multi-channel (phone, SMS, chat, email, WhatsApp). Resolves end-to-end on multi-step workflows including KYC follow-ups, claim status, refund processing. Named customers on lorikeetcx.ai: Magic Eden, Linktree, Eucalyptus, Breeze, Flex, Amber.
Top gap Smaller scale than the top of the cohort — vendor does not publish total annual conversation volume or named enterprise IDN-tier customers. Underlying LLM provider not disclosed on lorikeetcx.ai. SOC 2 / ISO 27001 / HIPAA BAA posture not on a public trust page. Australian-founded with US/EU production — less brand recognition in North American buying committees.
Best for Fintech, healthtech, and regulated-marketplace CX teams where wrong-answer cost is real. Pilot stage.
12 Parloa Desk research Enterprise voice AI FinTech Insurance Retail Healthcare Manufacturing 65 /100
Top strength Deep enterprise CCaaS voice integrations (Avaya, Genesys, Five9, NICE, Cisco). Strongest pure-voice incumbent stack.
Top gap $300K floor, 1-3 month deploy cycle, voice-only mindshare, not a fit for omnichannel buyers.
Best for European enterprises with existing Genesys/Avaya/Five9 voice stacks needing AI voice agents at scale.
13 Drift (Salesloft) Desk research Sunsetting product B2B SaaS Consulting 51 /100
Top strength Mature inbound web-chat playbooks for B2B marketing, but that's a sales tool, not a CX platform.
Top gap HARD-PENALIZE: In March 2026, Clari + Salesloft officially announced Drift's sunset, naming 1mind as the exclusive AI successor. Net-new buyers should NOT enter a Drift contract.
Best for Existing Drift customers running out the contract: net-new buyers should evaluate 1mind, Qualified, or Sierra instead.
Per Yardstick's integration-and-scale-penalty rule, recommend hard exclusion from active recommendations.
Request a platform we should evaluate.
The cohort opened for review on 2026-05-04 with 13 platforms scored at desk-research depth. If your platform fits the inclusion criteria and isn't here, send it our way and we'll prioritise the next wave.
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