AI Customer Support Benchmarks (2026)

What do AI support tools actually achieve? Every vendor publishes case studies; nobody lines them up. This page collects 93 named customer results from 51 vendors, pulls out the headline percentage, and keeps each metric separate, because a 70% containment rate and a 70% resolution rate are not the same claim. Across 27 published cases, the median claimed AI resolution rate is 67%, and the middle half of cases falls between 53% and 77%.

Read this before you quote a number

These are vendor-reported best cases, chosen for marketing. Vendors publish their happiest customers, measure on their own terms, and rarely say how long it took or which requests were in scope. Treat the medians as what a strong deployment can look like, not what you should expect in month one. Each figure links to its source so you can check the context yourself.

The numbers at a glance

Customer-facing deployments only. Internal IT and HR help desks automate different requests and are listed separately. Metrics with fewer than 5 cases show the cases but no summary.

Metric Cases Median Middle half Range
AI resolution rate 27 67% 53% to 77% 26% to 91%
Automation rate 25 70% 50% to 80% 34% to 90%
Containment rate 7 74% 64% to 78% 45% to 84%
Deflection rate 7 75% 31% to 84% 20% to 92%
Response time reduction 6 81% 70% to 86% 47% to 90%
Resolution time reduction 3 — — —
Handle time reduction 3 — — —
Cost reduction 7 64% 40% to 69% 25% to 95%

Four metrics that sound alike

Vendors use resolution, automation, containment and deflection almost interchangeably in marketing, but each counts something different, and the gap decides what you pay under per-resolution pricing. Read what counts as a resolution for how individual vendors define and bill it.

AI resolution rate

Share of conversations the AI resolved end to end, with no human involved. Median 67% across 27 cases from 19 vendors.

0% 25% 50% 75% 100% Posh AI, Florida Credit Union: 91% Replicant, DoorDash: 87% HubSpot Breeze, Synergym: 85% Tidio Lyro, Borrowell: 83% Sierra AI, Airtable: 80% Tidio Lyro, Burker: 80% Zendesk AI Agents, Action Property Management: 80% eesel AI, Gridwise: 73% Fin by Intercom, Vanta: 71% Decagon, Chime: 70% Sierra AI, Chime: at least 70% Voiceflow, Trilogy: 70% Gladly Sidekick, The Black Tux: 68% Amazon Connect, Zepz: 67% Botpress, Super Dispatch: 66% Parloa, GESOBAU AG: 66% Fin by Intercom, Lightspeed: up to 65% Richpanel, Aeons: 63% Gladly Sidekick, Ollie: 60% Richpanel, Haus: 55% Hyro, Inova Health: 50% Replicant, Sunrun: 50% Zowie, MediaMarkt: 50% Mavenoid, Stanley Black & Decker: 41% Zowie, Aviva: 40% Botpress, Extendly: at least 30% Gorgias, Psycho Bunny: 26% median 67%
Each dot is one published case; the shaded band is the middle half. Hover a dot for the vendor and customer.
Tool Customer Figure What the vendor says
Posh AI Florida Credit Union 91% 91% of requests resolved without a live agent Source
Replicant DoorDash 87% voice 87% resolution rate; 350,000+ calls automated per day Source
HubSpot Breeze Synergym 85% Customer Agent autonomously resolves 85% of support requests Source
Tidio Lyro Borrowell 83% chat 83% resolution rate with Lyro Source
Sierra AI Airtable 80% 80% AI resolution rate; workload equal to about 95 full-time agents Source
Tidio Lyro Burker 80% chat 80% resolution rate with Lyro Source
Zendesk AI Agents Action Property Management 80% 80% automated resolution rate; first response time down 81% Source
eesel AI Gridwise 73% 73% of tier 1 tickets resolved in the first month Source
Fin by Intercom Vanta 71% Fin resolves 71% of conversations; CSAT 96.7% Source
Decagon Chime 70% 70% chat and voice resolution Source
Sierra AI Chime at least 70% AI resolution rate rose from 50% to over 70% Source
Voiceflow Trilogy 70% 70% of support tickets resolved by AI Source
Gladly Sidekick The Black Tux 68% Gladly AI resolves 68% of inquiries overall (73% on email, 45% on SMS) Source
Amazon Connect Zepz 67% AI agents resolve 67% of customer inquiries through self-service Source
Botpress Super Dispatch 66% AI resolution rate tripled to 66%; cost per resolution cut to 67 cents Source
Parloa GESOBAU AG 66% voice 66% of qualified calls resolved automatically Source
Fin by Intercom Lightspeed up to 65% Fin resolution rate up to 65%; agents using Copilot close 31% more conversations daily Source
Richpanel Aeons 63% 63% of conversations resolved end to end by AI Source
Gladly Sidekick Ollie 60% AI agent resolves 60% of conversations, work equivalent to six additional full-time staff Source
Richpanel Haus 55% 55% of conversations close with no human Source
Hyro Inova Health 50% voice 50% of appointment management calls AI-resolved; 4,272 staff hours gained per month Source
Replicant Sunrun 50% voice 50% of payment-related calls resolved by AI Source
Zowie MediaMarkt 50% chat 50% chat resolution rate Source
Mavenoid Stanley Black & Decker 41% 41% self-service resolution rate; 2,500+ conversations automated per week in peak season Source
Zowie Aviva 40% 40% resolution rate within 2 weeks Source
Botpress Extendly at least 30% chat AI-resolved chats rose from 5% to over 30%; 30% reduction in call centre volume Source
Gorgias Psycho Bunny 26% AI Agent resolves 26% of customer tickets Source

Automation rate

Share of total support volume the AI fully handled, so it is diluted by conversations the AI never saw. Some vendors also count conversations the AI only partly handled. Median 70% across 25 cases from 19 vendors.

0% 25% 50% 75% 100% Duckie, Grid: 90% Tidio Lyro, Axioma: 89% Yuma AI, EvryJewels: 89% Botpress, 24hassistance: 87% interface.ai, Securityplus Federal Credit Union: at least 84% Cognigy, BVG: 80% Siena AI, Bad Birdie: 80% Zendesk AI Agents, TeamSystem: 80% Five9, MSU Federal Credit Union: 75% interface.ai, Del-One Federal Credit Union: 70% Kustomer, Vuori: 70% Lorikeet, Hnry: about 70% Siena AI, Everyday Dose: at least 70% Yuma AI, Clove: 70% Zowie, Booksy: 70% Zendesk AI Agents, Hello Sugar: 66% Plain, n8n: 60% interface.ai, We Florida Financial Credit Union: 58% boost.ai, DNB: at least 50% Chatbase, Jumia: 50% Gorgias, Orthofeet: at least 50% Help Scout, EmailOctopus: 50% Siena AI, Spanx: 50% Parloa, MEG: 42% PolyAI, Golden Nugget: 34% median 70%
Each dot is one published case; the shaded band is the middle half. Hover a dot for the vendor and customer.
Tool Customer Figure What the vendor says
Duckie Grid 90% 90% ticket automation rate Source
Tidio Lyro Axioma 89% chat 89% of conversations automated with Lyro Source
Yuma AI EvryJewels 89% 89% automation; cost per ticket cut from $5.50 to $2 across 150,000+ tickets Source
Botpress 24hassistance 87% 87% of support queries automated; NPS up 129% Source
interface.ai Securityplus Federal Credit Union at least 84% voice 84%+ voice AI automation Source
Cognigy BVG 80% voice 80% voice AI automation rate for route planning Source
Siena AI Bad Birdie 80% 80% automation rate within one month Source
Zendesk AI Agents TeamSystem 80% 80% automation rate Source
Five9 MSU Federal Credit Union 75% chat AI Agents automate 75% of chat volume; call abandonment cut nearly in half Source
interface.ai Del-One Federal Credit Union 70% voice 70% of calls automated Source
Kustomer Vuori 70% chat 70% of chat conversations fully automated; 40% improvement in CSAT Source
Lorikeet Hnry about 70% About 70% of conversations automated at peak tax week, from zero automation Source
Siena AI Everyday Dose at least 70% Automates over 70% of shopper inquiries Source
Yuma AI Clove 70% 70% automation and 3x ROI within three months Source
Zowie Booksy 70% 70% of tickets automated, saving $600,000 a year Source
Zendesk AI Agents Hello Sugar 66% 66% automation rate and $14k monthly savings Source
Plain n8n 60% Handles 60% of tickets automatically Source
interface.ai We Florida Financial Credit Union 58% voice Voice AI automates 58% of calls; staff reduced from 16 to 13 agents Source
boost.ai DNB at least 50% chat Virtual agent automates 50-60% of incoming chat traffic and about 22% of all customer service traffic Source
Chatbase Jumia 50% Chatbase handles 50% of all support requests Source
Gorgias Orthofeet at least 50% Passed 50% automation after targeting 30% in 30 days Source
Help Scout EmailOctopus 50% AI Answers handles 50% of support volume Source
Siena AI Spanx 50% Siena handles 50% of conversations; average handle time cut in half Source
Parloa MEG 42% voice Automates 42% of customer calls Source
PolyAI Golden Nugget 34% voice Voice assistant handles 34% of all calls to central reservations Source

Containment rate

Share of self-service contacts completed without escalation to a live agent. A contact center metric, most often quoted for voice bots and IVR. Median 74% across 7 cases from 6 vendors.

0% 25% 50% 75% 100% Posh AI, Citadel Credit Union: 84% PolyAI, Carter's: 80% Amazon Connect, Centrica: 75% Cresta, Xanterra Travel Collection: 74% Posh AI, One Nevada Credit Union: 67% Talkdesk, Quadient: 60% Five9, Exact Sciences: 45% median 74%
Each dot is one published case; the shaded band is the middle half. Hover a dot for the vendor and customer.
Tool Customer Figure What the vendor says
Posh AI Citadel Credit Union 84% chat $663K+ annual savings and 84% chat containment Source
PolyAI Carter's 80% chat 60% reduction in seasonal hiring, saving over $1M a year, with 80% chat containment Source
Amazon Connect Centrica 75% voice 75% containment rate with a Nova Sonic-based voice bot Source
Cresta Xanterra Travel Collection 74% AI agents average 74% containment and drove a $3.3M revenue lift Source
Posh AI One Nevada Credit Union 67% 67% containment rate and $75K saved per month Source
Talkdesk Quadient 60% 60% containment rate at launch, up from 33% with the previous system Source
Five9 Exact Sciences 45% voice 45% containment rate and 20% overall call deflection Source

Deflection rate

Share of requests handled in self-service that agents would otherwise have handled. Definitions vary: some count abandoned contacts too. Median 75% across 7 cases from 6 vendors.

0% 25% 50% 75% 100% Duckie, Automox: 92% Forethought, Grammarly: 87% Decagon, Duolingo: 80% Salesforce Agentforce, Agibank: 75% Cresta, Snap Finance: 33% Salesforce Agentforce, Trustpilot: 28% Five9, Exact Sciences: 20% median 75%
Each dot is one published case; the shaded band is the middle half. Hover a dot for the vendor and customer.
Tool Customer Figure What the vendor says
Duckie Automox 92% 92% ticket deflection rate Source
Forethought Grammarly 87% 87% deflection early on, implemented in 1.5 weeks Source
Decagon Duolingo 80% 80% deflection rate Source
Salesforce Agentforce Agibank 75% 22,500 loan status inquiries a month with a 75% deflection rate Source
Cresta Snap Finance 33% Deflection rate rose from 6% to 33%; AHT fell 40% Source
Salesforce Agentforce Trustpilot 28% Support backlog cut 99% within six months; 28% of support cases deflected Source
Five9 Exact Sciences 20% voice 45% containment rate and 20% overall call deflection Source

Time and cost reductions

Before and after claims, as a percentage cut from the starting value. Figures marked * are computed from the before and after numbers the vendor states (for example, "from 7.5 hours to 4" is a 47% cut). Claims phrased as "X% faster" are left out because they do not convert cleanly into a reduction.

Tool Customer Figure What the vendor says
Decagon ClassPass 95%Cost reduction 95% cost reduction Source
Richpanel Ridge 70%Cost reduction 70% lower cost per ticket; CSAT up from 88% to 96% Source
Quiq Brinks Home 67%Cost reduction Calls to human agents cut by two-thirds; cost per contact down 67% Source
Yuma AI EvryJewels 64%*Cost reduction 89% automation; cost per ticket cut from $5.50 to $2 across 150,000+ tickets Source
Retell AI SWTCH at least 50%Cost reduction Support costs cut by over 50% Source
Genesys Cloud CX RedSalud 30%Cost reduction 20% more unique patient bookings and 30% lower contact center costs Source
Cognigy Škoda Auto 25%Cost reduction 25% reduction in operational costs Source
Siena AI Spanx 50%Handle time reduction Siena handles 50% of conversations; average handle time cut in half Source
Cresta Snap Finance 40%Handle time reduction Deflection rate rose from 6% to 33%; AHT fell 40% Source
Capacity DSW about 20%Handle time reduction Average handle time down nearly 20%; CSAT up 30% Source
Gorgias Mybacs 53%Resolution time reduction Resolution time down 53% (from 15 hours to under 7 hours) Source
SupportLogic Coveo 53%Resolution time reduction MTTR down 53% and escalation requests down 56% in the first six months Source
Forethought Upwork 50%Resolution time reduction Time to resolution reduced by 50% Source
Sprinklr Service 3M 90%Response time reduction Case response time reduced by 90% Source
Yuma AI Glossier 87%Response time reduction 91% accuracy on complex shipping tickets; 87% drop in response times Source
Zendesk AI Agents Action Property Management 81%Response time reduction 80% automated resolution rate; first response time down 81% Source
Plain Tinybird 80%*Response time reduction Cut Enterprise first response time from 1 hour to 12 minutes Source
Plain Sourcegraph 67%Response time reduction Cut first response time by 67% Source
HubSpot Breeze ISSA 47%*Response time reduction First response time cut from 7.5 hours to 4 Source

Internal IT and HR help desks

Employee-facing service desks resolve password resets, access requests and policy questions, which are more repetitive than customer requests, so their numbers are not mixed into the figures above.

Tool Customer Figure What the vendor says
Moveworks Broadcom 88%AI resolution rate 88% autonomous resolution rate Source
Workativ GoTo 84%AI resolution rate 84% of employee requests auto-resolved by AI across 5,000 employees Source
Moveworks Mercari 75%AI resolution rate 75% of tickets solved autonomously Source
Unthread Lemonade about 40%AI resolution rate AI automatically resolves about 40% of all internal tickets Source
Siit Monzo 60%Automation rate 60% of inbound support requests automated; 2x faster first response Source
Moveworks West Monroe 40%Cost reduction 40% cost reduction in one year, saving $1.4M in ticket services Source
Espressive Barista Dexcom 90%Deflection rate 90% ticket deflection and 43% fewer phone calls to the help desk Source
Espressive Barista Trimble 73%Deflection rate 73% ticket deflection Source
Freshservice Five9 65%Deflection rate Freddy AI virtual bot deflected 65% of tickets Source
Kore.ai AMD 50%Deflection rate 80% reduction in HR resolution time; 50% self-service deflection Source
Siit Qonto 28%Deflection rate 28% of IT requests deflected Source
Leena AI Coca-Cola 88%*Resolution time reduction HR, IT and finance ticket turnaround cut from 2 days to 6 hours Source
Kore.ai AMD 80%Resolution time reduction 80% reduction in HR resolution time; 50% self-service deflection Source
Atomicwork Pepper Money 75%Resolution time reduction 75% reduction in mean time to resolution Source

How to use these numbers with a vendor

Method, data and citation

Results come from vendor case studies, product pages and press releases, recorded with their source and the date we checked them. We keep the vendor's own hedging ("over", "about", "up to") and use the lower bound of any range. Results without a clean percentage, such as volume shifts, absolute counts or "X% faster", are kept on the vendor's listing but left out of these statistics. Medians and quartiles use linear interpolation (spreadsheet PERCENTILE.INC) and are rounded to whole percentages, so you can reproduce them from the CSV. Sources last checked September 2026.

Download the dataset (CSV)

99 rows, one per metric. Free to reuse under CC BY 4.0 with a link back to this page.

Cite this page

supportrequest.ai, "AI Customer Support Benchmarks (2026)", https://www.supportrequest.ai/benchmarks, data as of September 2026.

Are you a vendor with a published case study we have missed? Send us the link; we add results that name the customer and state a number.