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LimeChat

Customer case study

How LimeChat cut MBR prep from 4 hours to 5 minutes

LimeChat's customer success team turned a four hour monthly ritual into a five minute review, with agents that draft every Monthly Business Review end to end.

~98%less time per MBR4 hours down to 5 minutes per review
~9,800 hrssaved every yearCSM time redirected from reports to customers
209MBRs generated every monthAcross the managed book, on a monthly cycle

About LimeChat

LimeChat is a conversational AI platform for enterprise CX teams, powering WhatsApp marketing, commerce and support across a large book of fast moving brands. Its customer success managers own the ongoing relationship with each account, and the Monthly Business Review is where that relationship is renewed every single month.

TL;DR

The initiative LimeChat set out to solve with RetainSure: give every CSM their Monthly Business Reviews back.

ChallengeWhat RetainSure didImpact
ChallengeThe MBR time sinkSizing up an account and writing a customer ready monthly review took about 4 hours of manual work each.What RetainSure didAgents that write the full MBRA dedicated agent assembles the data, writes the narrative and drafts the email. The CSM only reviews and sends.Impact4 hrs down to 5 min per review, and about 9,800 CSM hours a year returned.
ChallengeDoing it across the teamOne automated report is a demo. The whole function needed to change how it runs its monthly cycle.What RetainSure didOne MBR agent per CSM11 agents across core and enterprise books, generating every CSM's reviews on their own accounts.ImpactAbout 209 MBRs generated every month, personalized to the needs of each CSM.

Automating the Monthly Business Review

Turn a four hour report into a five minute review.

The problem

The Monthly Business Review is LimeChat's core retention touchpoint, the recurring moment where a CSM shows a customer the value delivered and sets up the month ahead. But building each one was slow, manual work: pulling usage and performance data, interpreting it, writing the narrative, and composing a customer ready email plus a detailed document. LimeChat put this at roughly four hours per MBR. Across a full book, that is a near permanent backlog of preparation, and every hour of it is an hour not spent with the customer.

What RetainSure did

RetainSure deployed a dedicated MBR agent for each CSM. The agent assembles the account's monthly data, generates the complete business review narrative, and drafts the customer facing email and a detailed document end to end.

The CSM's role shifts from author to reviewer. They open a finished draft, check it, and send. The customer facing quality is unchanged. Only the hours behind it disappear.

The impact

Each MBR dropped from about four hours to about five minutes of review, a 98% reduction. At the current cadence of 209 automated MBRs a month, that returns roughly 820 CSM hours every month, about 9,800 hours a year, handed back to the team to spend on customers instead of reporting.

9,800 hrsCSM time returned every year, at a cadence of 209 automated MBRs a month and roughly 820 hours saved each month.

Rolling it out across the whole team

One automated report is a demo. A changed monthly cycle is a result.

Automating a single report proves the idea works. It does not change how a customer success function runs its month. LimeChat runs 11 agents, one per CSM, across its core and enterprise books, so every CSM's reviews are generated on their own accounts and personalized to the way they work.

That is what takes the cadence to about 209 MBRs every month across the managed book, rather than a handful of showcase accounts.

11MBR agents running, one per CSM, across core and enterprise books.
209MBRs generated every month across the managed book, on a monthly cycle.

If four hour reviews sound familiar

Every MBR your team hand builds is an hour they are not spending with the customer.

Frequently asked

Frequently asked questions about RetainSure

The questions teams ask before they run their own pilot.

How accurate are RetainSure's churn and upsell predictions?
RetainSure's predictions are 1.5 to 2 times more accurate than traditional health scores. The models learn from your historical churn and expansion data, factoring in sentiment across communication channels, behaviour patterns, product usage, and industry or regional context to deliver highly personalised insights.
How long does it take to set up RetainSure?
Most customers are up and running within 48 hours. The integration process is simple, and since insights are powered by AI, there is minimal setup required after connecting your data sources. Six clicks across CRM, billing, product analytics, and support, and you are live.
What integrations does RetainSure support?
RetainSure currently integrates with HubSpot, Salesforce, Metabase, Amplitude, Mixpanel, Chargebee, and Stripe. We also build new integrations on request, typically within 7 days. BigQuery and custom sources are also supported via API.
How is this different from a CSP like Gainsight or ChurnZero?
CSPs are dashboards your team has to operate. RetainSure operates itself. We watch every account, write the QBRs, draft the renewal emails. Your CSMs review and ship. The distinction is not a feature difference, it is a different assumption about who does the work.
Is my customer data secure with RetainSure?
Absolutely. RetainSure is SOC 2 Type II compliant and GDPR ready. Data is stored on AWS Ireland by default. We use enterprise-grade encryption, regular security audits, and follow industry best practices. Your customer data is never used to train any third-party model. Our AI trains on your data to only service your account. We do not let larger closed-source models train on your data as well as your data is not used to train any other customers' model.
Will the AI hallucinate about my customers?
Every claim cites the source row, ticket, or event that generated it. If we cannot ground a statement in your actual data, we do not make it. We built the system this way because the cost of a wrong claim in a customer-facing document is too high to accept.
What kind of support do you provide?
We provide comprehensive onboarding, dedicated customer success managers, 24/7 technical support, regular training sessions, and a dedicated Slack channel for swift communication. Our team is committed to ensuring you get maximum value from RetainSure.