The statistics library

612 sourced numbers on customer support

The figures cited across reports, landscape guides, benchmarks, and dispatches — each traceable to its linked source and context. Repeated figures stay separate when their publication context differs. Copy a citation or share a number straight to LinkedIn.

612 numbers

positive on satisfaction; null on repurchase/WOM/image

what a meta-analysis found the 'service recovery paradox' actually moves — feelings, not behaviour

de Matos, Henrique & Rossi, 'Service Recovery Paradox: A Meta-Analysis,' Journal of Service Research 2007 Insight: Effort, not delight: what the research actually says

1.5M riders; money > words

an Uber field experiment: cash compensation beat verbal apologies, and repeated apologies backfired

'Toward an Understanding of the Economics of Apologies,' NBER Working Paper 25676 Insight: Effort, not delight: what the research actually says

14%

of customer service issues that are fully resolved in self-service — no agent, no callback

Gartner customer service survey (Dec 2023), reported by DestinationCRM Insight: Effort, not delight: what the research actually says

73%

of customers who use self-service somewhere in their journey, even though few finish there

Gartner customer service survey (2024), reported by DestinationCRM Insight: Effort, not delight: what the research actually says

99¢

Fin's price per resolution at launch — outcome-based, and unchanged through 2026: "if Fin can't answer, Fin is free to use."

Intercom, "Fin 2: The first AI agent that delivers human-quality service," Oct 2024 Insight: Intercom Fin and the Resolution Number

"Assumed"

A resolution bills when the customer either confirms the answer helped OR simply exits without asking for more — an "assumed" resolution counts the same as a confirmed one.

Intercom Help, "Fin AI Agent outcomes" Insight: Intercom Fin and the Resolution Number

~25%

Fin's average resolution rate at its 2023 launch, per Intercom CFO Dan Griggs.

Mostly Metrics (CJ Gustafson), "How Intercom Reaccelerated Growth With Outcome-Based Pricing" Insight: Intercom Fin and the Resolution Number

51%

Average resolution rate at the Fin 2 launch, October 2024 (alongside a claimed 99.9% accuracy).

Intercom, "Fin 2," Oct 2024 Insight: Intercom Fin and the Resolution Number

66%

Average resolution rate for Fin 3 across 6,000+ customers, October 2025.

Intercom, "What's new with Fin 3," Oct 2025 Insight: Intercom Fin and the Resolution Number

76%

Average resolution rate Intercom cited in March 2026, when it renamed the billable unit from "resolution" to "outcome."

Intercom, "From resolutions to outcomes: Evolving how Fin delivers value," Mar 2026 Insight: Intercom Fin and the Resolution Number

Denominator ↓

Mid-2026 methodology change: excluding "Fin Constrained" conversations means resolution rate "will increase, because Fin Constrained conversations are no longer counted in the denominator."

Intercom Help, "Update to Fin performance metrics," 2026 Insight: Intercom Fin and the Resolution Number

$55/agent/mo

Zendesk Suite Team list price, per agent per month, billed annually — the entry-tier sticker for the category

Zendesk official pricing page 2026 Insight: What your stack says about your strategy

$150/seat/mo + $3,500

HubSpot Service Hub Enterprise, per seat per month (10-seat minimum), plus a one-time mandatory onboarding fee

HubSpot Service Hub pricing guide (HubSpot blog) 2026 Insight: What your stack says about your strategy

$0.99 per resolution

What Intercom's Fin AI agent charges per successful resolution — priced per outcome, on top of per-seat costs

Intercom official pricing page 2026 Insight: What your stack says about your strategy

14%

Customer service issues fully resolved in self-service, per Gartner — most journeys still reach a human

Gartner customer service survey Aug 2024 (reported by CX Today) Insight: What your stack says about your strategy

112 (down from 130)

Average SaaS apps per company in 2023 — down from a 2022 peak, the first decline in over a decade

BetterCloud State of SaaSOps 2024 (via PR Newswire) Insight: What your stack says about your strategy

$135,000+/yr

Average annual spend wasted on unused or underused software licences

BetterCloud State of SaaSOps 2024 (via PR Newswire) Insight: What your stack says about your strategy

$55/agent/mo

Zendesk Suite Team list price per agent, billed annually — the entry-tier sticker everyone quotes

Zendesk official pricing page 2026 Insight: Total cost of support tooling: the line items nobody mentions

$115/agent/mo

Zendesk Suite Professional per agent, billed annually — with the Copilot AI add-on a further $50/agent/mo on top

Zendesk official pricing page 2026 Insight: Total cost of support tooling: the line items nobody mentions

$150/seat/mo + $3,500

HubSpot Service Hub Enterprise per seat (10-seat minimum) plus a one-time mandatory onboarding fee

HubSpot Service Hub pricing guide (HubSpot blog) 2026 Insight: Total cost of support tooling: the line items nobody mentions

$0.99 per resolution

Intercom's Fin AI Agent, priced per successful resolution rather than per seat — and charged on top of seat costs

Intercom official pricing page 2026 Insight: Total cost of support tooling: the line items nobody mentions

$135,000+/yr

Average annual spend companies waste on unused or underused software licences

BetterCloud State of SaaSOps 2024 (via PR Newswire) Insight: Total cost of support tooling: the line items nobody mentions

112 (down from 130)

Average number of SaaS apps per company in 2023 vs a 2022 peak — the first decline in over a decade

BetterCloud State of SaaSOps 2024 (via PR Newswire) Insight: Total cost of support tooling: the line items nobody mentions

897 apps · 29% integrated

Applications the average enterprise runs, of which under a third are integrated with one another

MuleSoft 2025 Connectivity Benchmark Report (Salesforce) Insight: Integrations, not features, make or break your stack

$6.8M / year

Average annual cost organizations attribute to integration challenges — lost productivity and delayed projects

MuleSoft 2025 Connectivity Benchmark Report (Salesforce) Insight: Integrations, not features, make or break your stack

~1,200×/day

Times the average worker toggles between different applications and websites in a single day, fragmenting attention across disconnected tools

Harvard Business Review, 'How Much Time and Energy Do We Waste Toggling Between Applications?' (2022) Insight: Integrations, not features, make or break your stack

73%

Customers who expect to start on one channel and finish on another without having to repeat themselves

Salesforce State of Service, 6th Edition (2024) Insight: Integrations, not features, make or break your stack

80%

Organizations that say data silos are the biggest obstacle to their automation and AI goals

MuleSoft 2025 Connectivity Benchmark Report (Salesforce) Insight: Integrations, not features, make or break your stack

$0.99 per outcome

Intercom's Fin AI Agent, billed per resolved outcome rather than per seat — outcome pricing that only pays off when the bot is deeply integrated

Intercom official pricing page 2026 Insight: Integrations, not features, make or break your stack

$55 → $115/agent/mo

Zendesk Suite Team (entry tier) versus Suite Professional, billed annually — the routing, SLAs and skills-based assignment most teams need live on the higher tier.

Zendesk official pricing page 2026 Insight: The costs a helpdesk pricing page won't show you

+$50/agent/mo

Zendesk's AI Copilot add-on per agent, billed annually; the Workforce Engagement bundle is a further $50/agent/mo and Contact Center $83 — each a separate meter on top of the plan.

Zendesk official pricing page 2026 Insight: The costs a helpdesk pricing page won't show you

$0.99 per resolution

Intercom's Fin AI Agent, billed per successful resolution on top of seat costs — a line that scales with ticket volume, not headcount.

Intercom official pricing page 2026 Insight: The costs a helpdesk pricing page won't show you

$2 per conversation

Salesforce Agentforce's conversational price, metered on top of the Service Cloud licence it runs on — an AI charge added to seats, not replacing them.

ZenML, Salesforce Agentforce Pricing Guide (2026) Insight: The costs a helpdesk pricing page won't show you

~$125 / 500 MB / mo

Salesforce's list price for additional data storage — roughly $3,000 per GB per year, with extra file storage about $5/GB/month; commodity cloud storage costs a tiny fraction of either.

2-Data, The Hidden Costs of Salesforce Storage and Data Limits (2026) Insight: The costs a helpdesk pricing page won't show you

$3,500 + 10-seat minimum

HubSpot Service Hub Enterprise's mandatory one-time onboarding fee, on top of a 10-seat minimum at $150/seat/mo — the bill before the first ticket.

HubSpot Service Hub pricing guide (HubSpot blog) 2026 Insight: The costs a helpdesk pricing page won't show you

$55/agent/mo

Zendesk Suite Team list price per agent, billed annually — the cheap end of the buy decision

Zendesk official pricing page 2026 Insight: Build vs. buy in support tooling

$115/agent/mo

Zendesk Suite Professional list price per agent, billed annually; the Copilot AI add-on is a further $50/agent/mo

Zendesk official pricing page 2026 Insight: Build vs. buy in support tooling

$150/seat/mo + $3,500

HubSpot Service Hub Enterprise per-seat price (10-seat minimum) plus a one-time mandatory onboarding fee

HubSpot Service Hub pricing guide (HubSpot blog) 2026 Insight: Build vs. buy in support tooling

$0.99 per resolution

Intercom's Fin AI Agent, priced per successful resolution rather than per seat, on top of seat costs

Intercom official pricing page 2026 Insight: Build vs. buy in support tooling

$135,000+/yr

Average annual spend companies waste on unused or underused software licenses

BetterCloud State of SaaSOps 2024 (via PR Newswire) Insight: Build vs. buy in support tooling

112 (down from 130)

Average SaaS apps per company in 2023, down from a 2022 peak of 130 — the first decline in over a decade

BetterCloud State of SaaSOps 2024 (via PR Newswire) Insight: Build vs. buy in support tooling

43%

of self-service attempts fail because the customer can't find content relevant to their issue

Gartner Customer Service & Support survey 2024 (reported by CX Dive) Insight: The article-maintenance math nobody budgets for

14%

of all customer issues are fully resolved in self-service — the ceiling a stale KB drags lower

Gartner Customer Service & Support survey 2024 (reported by CX Dive) Insight: The article-maintenance math nobody budgets for

55%

of younger customers say they'll use the product or service less after an unresolved self-service experience

Gartner (reported by CRM Magazine / destinationCRM) 2023 Insight: The article-maintenance math nobody budgets for

10,000+

new KB articles ServiceNow's support org created in a single year — every one a standing maintenance obligation

Consortium for Service Innovation, ServiceNow KCS Case Study Insight: The article-maintenance math nobody budgets for

up to 50%

case deflection achievable through web self-service under KCS — the payoff of content customers actually trust

Consortium for Service Innovation, KCS v6 Practices Guide (Why KCS) Insight: The article-maintenance math nobody budgets for

14%

of customer service issues are fully resolved in self-service — no agent, no callback, no second channel

Gartner Customer Service & Support survey 2024 (reported by CX Dive) Insight: Self-service customers actually choose

about one-third

of issues customers rate "very simple" are fully resolved in self-service

Gartner Customer Service & Support survey 2024 (reported by CX Dive) Insight: Self-service customers actually choose

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