Freshchat and LoopReply count different things when automation runs. Freshchat's Freddy AI chat sessions have a time-based definition; LoopReply has message and active-user allowances. Start with the repeated customer interaction, then compare the operator workflow and bill.
This article is published by LoopReply. Freshchat pricing definitions were checked against Freshworks on October 13, 2026. The arithmetic below uses an invented workload to explain the units.
Understand a Freddy AI session
Freshworks' pricing FAQ defines a chat session as an end user's interactions with the AI within 24 hours from session initiation. It lists 500 free trial sessions for Growth, Pro, and Enterprise, once per account, followed by purchased sessions. The published additional-session price is $49 per 100 sessions.
For example, suppose your usage report records 1,500 billable sessions after the one-time trial is exhausted. At that published pack size, covering them would require 15 packs, costing $735. This is a pack arithmetic example only. It excludes the base subscription, other products, taxes, and any different contract terms. Confirm purchase increments and validity with the vendor.
Count a repeat conversation correctly
Consider a fictional customer who asks six messages about setup on Monday and returns with four messages on Wednesday. Do not enter “one customer” into a session budget and treat it as one session. Inspect the vendor's usage record for the timing and identity behavior.
For LoopReply, record the message allowance consumed and the active-user count for the same journey. Then compare plan limits, operators, and connected services. Ten visible messages alone are not enough to establish invoice parity across vendors.
| Trial observation | Decision it supports |
|---|---|
| Customer returns after more than a day | Whether the cost estimate covers repeat visits |
| AI needs an operator | Which inbox, plan, and staffing process are required |
| Source changes between visits | Whether the new answer uses the approved revision |
| Integration times out | Whether the conversation reaches a useful fallback |
Test a setup problem with a later bug report
Give both evaluations the same fictional public setup guide. Ask how to invite a teammate, then return with “The invite fails with an error.” A useful second conversation should collect a concise bug description and route it to support, without guessing at private account state.
Use the SaaS support triage guide to distinguish a documentation answer from a bug investigation. Ask an operator to read the resulting thread and identify the next action. Record missing context instead of calling the handover successful simply because a button changed status.
Where LoopReply's configuration fits
LoopReply lets you review Agent instructions and the workflow while talking to Architect Studio. Knowledge files must finish indexing before they can support answers. Instructions and workflow changes are draft-first, while source changes are live once ready.
If a repeat visit gets an old answer, check the source status and begin a new test conversation before changing the prompt repeatedly. The custom-data setup guide covers this diagnosis.
Freshchat deserves evaluation when its support workspace and Freddy sessions fit your operation. LoopReply deserves evaluation when visible control of a website Agent and its routing is the central requirement. Price the return visit and the operator's work along with the first automated answer.