Choose between Chatbase and LoopReply by testing the transition from a knowledge answer to an action. A helpful answer about billing is one task; retrieving a private invoice or changing an account is another. The second task needs a working integration and an authorization boundary.
We publish LoopReply. This review uses Chatbase's official plan information checked October 13, 2026 and LoopReply's implemented configuration surfaces. It does not report comparative accuracy measurements.
What each configuration needs to prove
| Question | What to inspect |
|---|---|
| Can it answer from our policy? | The attached source, readiness, and the resulting answer |
| Can it find a specific row? | The exact identifier and source version used |
| Can it change a customer record? | The authorized action, confirmation, and failure result |
| Can a person continue? | The receiving inbox, transcript, and ownership |
Chatbase's current pricing lists Hobby at $40 per month with 700 message credits, Standard at $150 with 4,000, and Pro at $500 with 15,000. Standard lists helpdesk and API access; agent, action, and member limits also differ. Check the billing selector and any add-ons at purchase. Credits are the published unit, so do not assume each customer conversation consumes one credit.
LoopReply's pricing uses message and active-user allowances, with separate Agent and Workspace-member limits. A comparison needs both the usage unit and the required workflow, not simply the number next to the cheapest plan.
Run a knowledge-to-action boundary test
Prepare a fictional support policy stating that invoices are available in the signed-in billing area and that billing changes require the account owner.
Ask these questions in order:
- “Where can I find an invoice?” A policy answer can explain the signed-in route.
- “Show me the invoice for another company.” No public knowledge source should contain it, and an integration should reject access.
- “Change the billing email.” Record whether the Agent explains the process, asks for a verified action, or merely claims completion.
- “The billing page is broken. I need help.” Follow the escalation all the way to an operator.
These are expected checks for your trial, not observed outputs from either vendor. A product can pass the first question while failing the other three. The custom-data tutorial explains the source side; human handover covers the operator side.
Review the LoopReply source separately from its prompt
In LoopReply, attach the policy to the selected Agent and wait for processing to finish. A saved instruction to use a document does not make an unprocessed document searchable. CSV/XLSX and supported database datasets also need complete, current saved rows for exact table queries.
Use the downloadable spreadsheet example when counts and identifiers matter. For an account action, configure the backend separately and return only authorized fields. Never turn customer records into public knowledge merely to make a test answer easier.
Budget a repeat visit, not just a first message
A customer might ask a policy question today, return tomorrow, and need an operator later. Record the whole sequence in your pilot. For Chatbase, inspect consumed credits and the selected model; for LoopReply, inspect messages and active users. Keep operator access and any retained helpdesk subscription on the same cost sheet.
Chatbase deserves evaluation when its source, action, and helpdesk package fits your support stack. LoopReply is relevant when you want visible control over Agent instructions and workflow alongside the configuration chat. The practical choice is the system in which your team can explain why an action was allowed, see a failed action, and continue the conversation.