Compare chatbot platforms by the questions they answer and the actions they complete. Test your common requests, handoffs and total cost before choosing.
For a small store, compare Tidio’s Lyro. For Shopify workflows, compare Gorgias and Richpanel. Include Fin for Intercom users, Zendesk for complex support operations and Ada for multilingual enterprise service. Test required actions in each.
For definitions, see AI chatbot vs. AI agent. For helpdesk and agent options, see best AI customer service software.
Use the linked sources to check capabilities and pricing before shortlisting.
Use the table to narrow your options, then test the actions and channels your team needs.
| Platform | Chatbot or agent | Action execution depth | Primary pricing model | Where it genuinely wins |
|---|---|---|---|---|
| Richpanel | AI replies or drafts for approval; 50% automation guarantee under agreed terms | Order and subscription changes within your rules | ~$0.20/AI conversation, $200/month AI minimum; $99/human seat/month annually | Helpdesk replacement with AI, customer-written tests and approval controls |
| Intercom Fin | Agent: autonomous resolution over knowledge plus actions | Updates external systems through Actions and Workflows | From $0.99/outcome; seats extra with Intercom helpdesk | Teams using Intercom chat and product messaging |
| Gorgias AI | Agent for ecom; answers plus native store actions | Deep native Shopify and ecom app actions | Ticket plan plus AI usage; confirm allowance treatment | Shopify teams with ecommerce integrations |
| Zendesk AI | AI agents and agent-assist tools | Actions via triggers and apps; broad, not ecom-specialized | Seat plan plus AI usage and optional add-ons | Breadth far beyond ecom, mature SLA and QA tooling |
| Ada | Agent: no-code, multilingual, agentic Playbooks | Multi-step workflow actions across voice, messaging, email | Custom quote; confirm minimum commitment | Enterprise multilingual and voice at high volume |
| Tidio (Lyro) | Lyro AI answers and actions; test your requests | Confirm supported store actions and permissions | Plan plus Lyro AI usage; confirm allowances | Small teams evaluating chat and AI together |
Original research: July 2026. Use the linked official pages to confirm required features and current pricing. amit@richpanel.com
Use the table to narrow your options. Confirm the required actions, approval controls and total cost in a trial.
Some requests need an explanation from your policies. Others need current order data or a change in a connected system. Count both types in a week of tickets.
For an action, test the whole process. An AI should check permissions, make the allowed change and confirm the result. If it cannot finish, it should hand off with context.
Vendors use “chatbot” and “agent” differently. Check the actual capabilities and limits. Read AI chatbot vs. AI agent. [1]
Ask how the vendor counts a resolution. Separate completed requests from abandoned conversations, handoffs and reopened tickets. For measurement guidance, see the AI resolution-rate benchmark.
Conversational AI understands and generates language. It does not, by itself, establish what the product can do in your order or account systems.
Use your ticket mix and systems to set priorities. Focus on the gaps your team needs to close.
Include accuracy, allowed actions, pricing, channels, languages and a test on your own tickets.
Test 100 recent tickets. Count completed requests, incorrect answers and handoffs separately. Agree how reopened and abandoned conversations count.
Test an address change or subscription pause in your systems. Check policy rules, approval permissions and the result.
Model normal and peak volume. Include seats, AI usage, minimums, channel fees and implementation. Check what happens at plan limits.
Does the agent work one shared customer context across email, live chat, social DMs, and SMS, or does each channel run its own siloed bot? A customer who asks on Instagram and follows up over email should meet the same agent with the same history. Fragmented channels are where a slick widget hides a shallow platform.
Test your common requests in every required language. Review accuracy and handoffs with someone fluent in that language.
Use recent tickets with normal requests and edge cases. Review failures and agree an acceptance threshold before launch.
Set the required capabilities before the demo. Use the same test sample across vendors.
Your ticket mix and systems decide which products deserve a trial.
Questions or actions? Review 100 recent tickets. Count which need an answer, a record lookup or a system change.
Which systems? Test your store, subscriptions and order tools. For enterprise support, also check permissions, reporting and languages.
Shortlist products that meet those requirements before comparing the full quote.
Model choice: If a specific provider is required, ask which models are supported. Richpanel offers model choice, including Google Gemini. Do not assume a competitor’s policy.
Compare fit and the work needed to make each product useful.
Best fit: Teams already using Intercom for chat and product messaging. Fin can also run with another helpdesk. Check: required actions, channel charges and handoff quality. Pricing starts at $0.99 per outcome; Intercom helpdesk seats cost extra when used. Intercom Fin alternatives
Best fit: Shopify teams whose daily work depends on ecommerce integrations. Check: support for your exact apps and actions. The helpdesk uses ticket-based plans; confirm AI charges and how AI conversations count toward the ticket allowance. Richpanel versus Gorgias
Best fit: Teams needing routing, permissions and integrations across several support groups. Check: AI performance on your tickets and the combined quote for seats, AI, QA and Copilot. Confirm which features your plan includes.
Best fit: Enterprise teams serving customers across languages and channels, including voice. Check: quality in each required language, supported actions, implementation work and contract minimums. Request a quote for your volume.
Best fit: Small stores comparing live chat and AI support. Check: Lyro actions, AI conversation allowances, seat limits and overage behavior. Price the base plan and AI together at your expected volume. Tidio alternatives
Sierra and Decagon are options when you want to retain your helpdesk. Request the implementation scope, contract minimum and permissions for maintaining tests. See Richpanel versus Sierra and Richpanel versus Decagon.
Best fit: Teams replacing their helpdesk to resolve repetitive tickets and review AI changes themselves.
Richpanel human seats cost $99/month on an annual commitment, plus AI at about $0.20 per conversation with a $200/month AI minimum.
Check: your integrations, migration scope and approval rules. Voice uses partner integrations.
Guarantee: 50% of eligible conversations resolved automatically within 30 days. On a miss, eligible customers get every dollar back. Aeons case study, [3]
Choose based on your ticket mix, required systems and the work your team needs to automate.
Test your shortlist on the same tickets so you can compare results.
Ask how AI usage interacts with your base plan. Gorgias uses a ticket plan with AI charges. Fin can run with Intercom or another helpdesk. Confirm allowances, billable outcomes and required add-ons. [2]
Richpanel human seats cost $99/month on an annual commitment, plus AI at about $0.20 per conversation with a $200/month AI minimum. Compare equivalent quotes at normal and peak volume. See best AI customer service software and pricing page.
Use the same tests and cost assumptions for every shortlisted vendor.
Review correct answers, incorrect answers and handoffs separately. Walk through the failures with your team.
Ask how unresolved, reopened and abandoned conversations affect the reported rate.
Per-ticket, per-resolution, and per-conversation produce wildly different bills at scale. Make the vendor do the math on your numbers, not a sample, and check whether an AI resolution is also billed as a ticket.
A refund on a test order, a cancellation, a subscription edit. Watching it act is the one demo that separates an agent from a chatbot with a better vocabulary.
For the full version of these tests, see our vendor RFP template.
Check these limits before making a shortlist.
Agree on a test sample, success measures and the total cost before signing.
Chatbots and agents overlap. Some answer from content; others also change records in connected systems. Test the actions, permissions and handoffs your tickets require.
Choose based on your ticket mix, required systems and the work your team needs to automate.
Review 100 recent tickets. Count which need a policy answer, current data or a system change. Test the most common tasks and exceptions.
Pricing may combine plans, seats and AI usage. Richpanel human seats cost $99/month on an annual commitment, plus AI at about $0.20 per conversation with a $200/month AI minimum. Confirm every vendor’s minimum, billable unit and overage behavior at your volume.
Some platforms can change orders and subscriptions through connected systems. Test an address change or subscription pause. Confirm permissions, approval rules and the recorded outcome.
Compare your required Shopify, subscription and shipping integrations. Test the actual order lookup and change you need. Include handoffs and total cost.
Evaluate the required languages, channels, permissions and integrations. Include Ada and Zendesk, or Decagon and Sierra when keeping your helpdesk. Confirm references and contract requirements directly.
Test 100 recent tickets, inspect failures and verify a permitted action in your system. Request a complete quote at your volume and a rollout plan.
Richpanel offers model choice, including Gemini, Claude and GPT. Ask every vendor which models are available and who controls changes. Verify any data-residency requirement separately.
References below support the article. Product and pricing pages are linked in the comparison table.
Version history: September 2026 language revision. Original comparison research: July 2026. Selected descriptions checked against official pages. Confirm required features and current quotes.
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