Resource library
Everything we know about AI-first support
Honest, sourced writing on auto-resolution, deflection, decision cards, and the trust stack that keeps an AI agent from confidently making things up. Built by the team behind Resolve, the platform that resolves 80 to 90 percent of tickets with zero humans.
Comparisons
Resolve vs AdaAn honest comparison of Resolve and Ada. A complete AI-first helpdesk with flat pricing versus aResolve vs FreshdeskAn honest comparison of Resolve and Freshdesk. Flat pricing and day-one AI resolution versus a fResolve vs FrontAn honest comparison of Resolve and Front. AI-first resolution on flat pricing versus a per-seatResolve vs GladlyAn honest comparison of Resolve and Gladly. Flat-priced AI that resolves by default versus a preResolve vs GorgiasAn honest comparison of Resolve and Gorgias. Flat pricing and verified resolution versus ticket-Resolve vs Help ScoutAn honest comparison of Resolve and Help Scout. AI-first resolution with real analytics versus aResolve vs HubSpot Service HubAn honest comparison of Resolve and HubSpot Service Hub. Flat-priced AI that resolves by defaultResolve vs Intercom (Fin)An honest comparison of Resolve and Intercom Fin. Flat pricing and verified resolution versus 0.Resolve vs Jira Service ManagementAn honest comparison of Resolve and Jira Service Management. Plain-language, zero-admin AI resolResolve vs KustomerAn honest comparison of Resolve and Kustomer. Flat-priced AI that resolves by default versus a pResolve vs Salesforce Service CloudAn honest comparison of Resolve and Salesforce Service Cloud. Flat-priced, zero-admin AI resolutResolve vs ServiceNowAn honest comparison of Resolve and ServiceNow. Flat-priced, minutes-to-live AI resolution versuResolve vs Tidio (Lyro)An honest comparison of Resolve and Tidio. Flat-priced, full AI-first support versus an SMB liveResolve vs ZendeskAn honest comparison of Resolve and Zendesk. Flat pricing and verified AI resolution versus per-Resolve vs Zoho DeskAn honest comparison of Resolve and Zoho Desk. Clean AI-first resolution versus a powerful but cZendesk vs Intercom vs ResolveAn honest three-way comparison. Zendesk's add-on-heavy legacy helpdesk, Intercom Fin's per-resol
Alternatives
A Freshdesk alternative without the upgrade ladderA Freshdesk alternative without the forced-upgrade ladder or the painful setup. Resolve is flat-A Front alternative where the AI empties the shared inboxA Front alternative that adds real AI resolution to the shared inbox. Resolve resolves 80 to 90 A Gladly alternative with empathy engineered in, at a flat priceA Gladly alternative without the enterprise price tag. Resolve delivers people-centered, empatheA Gorgias alternative without the per-ticket meterA Gorgias alternative for ecommerce support without per-ticket overage bills. Resolve auto-resolA Help Scout alternative that keeps it simple but resolves moreA Help Scout alternative that keeps the simplicity but adds real AI resolution, deeper analyticsA HubSpot Service Hub alternative that resolves, not just tracksA HubSpot Service Hub alternative without per-seat cost or Breeze AI add-ons. Resolve is flat-prA Jira Service Management alternative that does not need a Jira adminA Jira Service Management alternative for teams without a Jira admin. Resolve is zero-admin AI sA Kustomer alternative that resolves instead of just organizingA Kustomer alternative without the CRM-heavy complexity or enterprise pricing. Resolve is AI-firA Salesforce Service Cloud alternative without the admin overheadA Salesforce Service Cloud alternative without admin overhead or Einstein add-on costs. Resolve A ServiceNow alternative without the implementation taxA ServiceNow alternative for customer support without the implementation tax. Resolve is zero-adA Zendesk alternative built AI-first, not AI bolted onLooking for a Zendesk alternative? Resolve is AI-first support with flat pricing, no per-resolutA Zoho Desk alternative without the clutterA Zoho Desk alternative that is simple by default. Resolve gives you real AI resolution and cleaAn Ada alternative that is the whole desk, not a bot on top of oneAn Ada alternative that is a full support platform, not a bolt-on chatbot. Resolve resolves and An Intercom alternative that does not bill you more for winningAn Intercom alternative without bill creep. Resolve is flat-priced AI support, no $0.99-per-reso
Use cases
Glossary
AI hallucination (in support)A hallucination is when an AI states a fact, policy, or step that is not true. In support it canAutomated resolution rateAutomated resolution rate is the share of tickets an AI fully resolves without a human, graded oConfidence scoreA confidence score decides whether an AI agent auto-resolves or escalates. Done right it is a caDecision cardA decision card is how an AI agent escalates without guessing or giving up: it hands a human theDeflection rateDeflection rate is the share of tickets handled without reaching a human agent. It is often confGroundingGrounding means an AI only states facts it retrieved from real content or live data. It is the cReopen rate (recontact rate)Reopen rate is the share of resolved tickets that come back within a window, usually 72 hours. I
Answers
Are Marketed AI Resolution Rates Real?Often not. Marketed AI resolution rates frequently blend deflection into resolution; one reporteAuto-Resolution Rate vs Deflection RateAuto-resolution rate counts problems the AI actually solved; deflection rate counts customers whDeflection Rate vs Containment RateDeflection rate covers all demand handled without an agent; containment rate is the share of botFlat vs Per-Resolution AI PricingPer-resolution pricing charges you more as the AI does its job; flat pricing does not. Learn whyHow to Choose an AI Support PlatformChoose an AI support platform on verified resolution, flat pricing, grounding, honest metrics, aHow to Keep an AI Knowledge Base From Going StaleKeep an AI knowledge base fresh by logging retrieval gaps, auto-drafting articles from resolved How to Measure AI Support QualityMeasure AI support quality with verified resolution, reopen rate, segmented CSAT, escalation quaHow to Measure AI Support ROIMeasure AI support ROI on cost per verified resolution, not cost per deflection, and net out reoHow to Measure Knowledge Base CoverageMeasure knowledge base coverage by tracking retrieval strength on real tickets and logging everyHow to Measure Recontact RateRecontact rate is the share of customers who come back about the same issue within a window, usuHow to Prevent AI Hallucinations in SupportPrevent AI hallucinations by grounding answers in retrieved sources, computing business logic inHow to Prevent AI Support LiabilityYou own what your bot says. Prevent AI support liability by grounding answers, computing policy Human-in-the-Loop Support PatternsThe core human-in-the-loop pattern is the decision card: the AI never sends blind and never giveIs AI Customer Support Worth It?AI support is worth it when it verifiably resolves tickets and proves it, but only 9 percent of Should AI Auto-Send Refunds?No. AI should never auto-send refunds; refund amounts and money movement belong on a forbidden-aShould You Label AI as AI?Yes. Always label an AI support agent as AI. Transparency builds trust, reduces backlash, and isWhat Confidence Threshold for Auto-Resolution?Set the auto-resolution confidence threshold with a calibrated composite score, not the model raWhat Is a Decision Card?A decision card is the structured handoff an AI presents to a human when it should not auto-sendWhat Is a Good Auto-Resolution Rate?A good AI auto-resolution rate is 80 to 90 percent on repetitive, knowledge-answerable tickets, What Is a Good CSAT for AI?A good CSAT for AI support should match human-handled tickets, generally 85 to 95 percent. LearnWhat Is a Good First Response Time?With AI, first response time is effectively zero, but only if the reply is a real grounded answeWhat Is a Good Reopen Rate?A good reopen rate is low single digits, ideally under 5 percent. Learn why reopen rate is the lWhat Is Verified Resolution?Verified resolution is a support ticket confirmed solved by the customer, not just one that avoiWhat Percentage of Tickets Can AI Resolve?AI can realistically resolve 80 to 90 percent of repetitive, knowledge-answerable tickets, and fWhen Should AI Escalate to a Human?AI should escalate when confidence is low, the knowledge base lacks the answer, the ticket is emWhy Do AI Chatbots Fail in Customer Support?AI chatbots fail from hallucinated answers, over-automation, false confidence, wrong tone on emo
Integrations
Migrate from Intercom to ResolveMove from Intercom to Resolve without downtime. Import Articles for day-one grounding, run in shMigrate from Zendesk to ResolveMove from Zendesk to Resolve without downtime. Import Guide articles for day-one grounding, run Resolve API and webhooksUse the Resolve REST API and webhooks to create tickets, read resolutions, and react to events lResolve for DiscordConnect Resolve to Discord so Reva monitors your support channels, resolves common questions witResolve for GmailConnect Resolve to Gmail so Reva reads, drafts, and resolves email tickets from your support addResolve for HubSpotConnect Resolve to HubSpot so Reva reads contact, company, and deal context to personalize answeResolve for JiraConnect Resolve to Jira so bug escalations open linked Jira issues automatically and status syncResolve for LinearConnect Resolve to Linear so bug escalations and product feedback become Linear issues automaticResolve for Microsoft TeamsConnect Resolve to Microsoft Teams so Reva posts only escalations that need a person and your teResolve for NotionConnect Resolve to Notion so Reva grounds answers in your wikis and runbooks, keeping resolutionResolve for OutlookConnect Resolve to Outlook and Microsoft 365 so Reva reads, drafts, and resolves email support fResolve for SalesforceConnect Resolve to Salesforce so Reva reads account, tier, and entitlement to answer with real cResolve for ShopifyConnect Resolve to Shopify so Reva pulls live order status, tracking, and fulfillment to auto-reResolve for SlackConnect Resolve to Slack so Reva posts only the judgment calls to your channel and your team appResolve for StripeConnect Resolve to Stripe so Reva looks up charges, invoices, and subscriptions to resolve billiResolve for TwilioConnect Resolve to Twilio so Reva handles SMS and voice support programmatically, resolving routResolve for WhatsAppConnect Resolve to WhatsApp Business so Reva resolves support conversations in-thread with mediaResolve for ZapierConnect Resolve to Zapier to trigger workflows across thousands of apps when tickets are resolve
Pricing
Ada pricing explainedAda pricing explained: an enterprise automation bot priced per automated resolution, sold througBill creep in support softwareBill creep in support software explained: how per-resolution fees, seats, add-ons, and overage cCost per resolution, explainedCost per resolution explained: what the metric means, why counting deflection inflates it, and hFreshdesk pricing explainedFreshdesk pricing explained: a friendly entry price, but a forced-upgrade ladder where standard Gorgias pricing explainedGorgias pricing explained for ecommerce: ticket-volume tiers with overage charges plus per-automHow much does Intercom Fin actually cost?Intercom Fin pricing explained: the roughly $0.99 per-resolution fee, the base plan, seats, and How much should AI customer support cost?How much should AI customer support cost? A budgeting guide by team size and ticket volume, whatHow much you save switching to flat pricingHow much you save switching from per-resolution to flat support pricing: worked savings at 5,000Per-resolution pricing calculatorA per-resolution pricing calculator you can run by hand. Multiply resolutions by the per-unit raPer-resolution vs flat pricing for AI supportPer-resolution vs flat pricing for AI support, compared honestly. Why per-resolution meters tax Per-seat pricing explainedPer-seat support pricing explained: why charging per agent taxes headcount, interacts badly withResolve pricing explainedResolve pricing explained: flat monthly bands from $250 to $2,500 with unlimited seats and unlimSupport AI cost calculator, explainedA support AI cost calculator explained: the inputs that actually drive your bill, ticket volume,Support AI pricing comparedSupport AI pricing compared across Intercom Fin, Zendesk, Gorgias, Ada, and Lorikeet versus flatSupport automation ROI, measured honestlyHow to measure support automation ROI honestly. Why only 24 percent of leaders report positive rThe hidden costs of AdaThe hidden costs of Ada: per-automated-resolution pricing, a separate helpdesk you still pay forThe hidden costs of FreshdeskThe hidden costs of Freshdesk: the forced-upgrade ladder that nearly triples a team's cost, plusThe hidden costs of GorgiasThe hidden costs of Gorgias: ticket-volume overage charges that spike in busy seasons, per-automThe hidden costs of IntercomThe hidden costs of Intercom: bill creep from per-resolution Fin fees, seats and base charges, aThe hidden costs of ZendeskThe hidden costs of Zendesk beyond the per-agent seat: the AI add-on, per-automated-resolution cThe success tax in support AI pricingThe success tax explained: why per-resolution and per-outcome pricing charges you more preciselyTotal cost of ownership for support AITotal cost of ownership for support AI: the license is only the start. Add per-resolution fees, What $0.99 per resolution costs at 10,000 ticketsA plain-math breakdown of what $0.99 per resolution costs at 10,000 tickets a month, across realZendesk AI pricing explainedZendesk AI pricing explained honestly: per-agent seats, the AI Agents add-on, and the roughly $1
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Watch Reva close real tickets on day one.
Reva answers from your own docs and cites its source, escalates the judgment calls on a decision card, and learns from every one you handle. Flat price, no per-resolution tax, live in minutes.