All case stories
Case · No. 028 / 2025 Mansarovar, Jaipur CA Practice · 38 staff 14 weeks

The audit firm whose Mondays got their afternoons back.

Agarwal & Co. is a thirty-year-old Jaipur CA practice — 38 staff across audit, tax, and advisory. By March 2025 the partners were quietly working every Saturday and most Mondays ran past nine. The problem wasn't volume. It was the same problem, repeating.

In delivery · Q3 2025 → Q1 2026

"GST reconciliation, document retrieval, and a Monday morning that doesn't begin with chaos."

11hr
Returned per partner per week
96%
GST mismatch flag accuracy
42L
Receivables surfaced (12 mo)
0
Roles eliminated

The problem

Three partners, one repeating Monday.

Sushil Agarwal, the managing partner, said it cleanest in our first call: "I'm not running a firm. I'm running a search engine for my own emails."

Every Monday morning the partners walked into 200+ unread WhatsApp messages from clients (GST queries, document chases, "is my return filed?"), 40-50 emails from the staff with reconciliation mismatches that needed a partner's eye, and a printed list of audit clients whose Tally exports hadn't matched the GSTR-2B portal.

By Tuesday afternoon, partners were billing their highest hourly rate to look up things juniors had already looked up. By Saturday night, Sushil's wife had stopped asking when he'd be home.

They had tried hiring more juniors. They had tried a CRM (abandoned within a quarter). They had asked their Tally vendor about "AI features" and received a brochure.

"

I am not against technology. I just don't want another tool nobody opens. We needed something that did the boring half of my job, in the background, while I got on with the part clients pay me for.

SA
Sushil AgarwalManaging Partner, Agarwal & Co.

What we scoped

One agent. Three workflows. Nothing else.

We spent a week on-site. We didn't watch the partners — they performed when watched. We watched the staff. The patterns were clear within three days. We came back with a written, fixed-fee proposal for a single agent, scoped narrowly across three workflows.

  • GSTR-2B reconciliation.Pull each client's Tally export, fetch their GSTR-2B from the portal, run the match, flag mismatches with confidence scores, and queue them for a junior to review — not a partner.
  • Email & WhatsApp triage.Read every incoming message, route the quick ones (status updates, document acknowledgements) to an automated reply, escalate the substantive ones to the right associate by client folder, and present partners with a single Monday-morning brief.
  • Knowledge retrieval.An internal search agent that reads the firm's last six years of emails, audit working papers, and ITR drafts — when a partner asks "what did we do for Verma Constructions on the 16(4) issue last year?", it answers in eight seconds with a citation.

Three workflows. One Claude-powered agent behind them. One named custodian on the firm's side — an audit manager named Priya, who became the bridge between the practice and our team for fourteen weeks.

What we built

Quietly wired into Tally, Outlook, and a private knowledge base.

Reconciliation engine

Tally → Portal → Variance brief

Reads Tally exports nightly, fetches GSTR-2B for every active client, runs match logic with explainable variance reasons, queues low-confidence flags for a junior. Partners see only escalations.

Inbox & WhatsApp triage

One brief, every Monday at 7:30am

Sweeps Outlook and the firm's WhatsApp Business line. Quick replies handled automatically. Substantive items routed to associates. Partners' brief is one page; everything else is one click away.

Knowledge agent

"What did we do for X, when?"

Indexes six years of audit files, emails, and ITR drafts in the firm's own cloud. Conversational retrieval with citations. Has answered 4,200+ partner queries in six months.

Custodianship layer

Logs, audit trail, kill-switches

Every action logged. Partner-only kill-switch on the WhatsApp triage. Quarterly accuracy report goes to Sushil's desk, on letterhead.

How it ran

Fourteen weeks, no theatre.

Week 01–02
Discovery

One week on-site. Written, signed scope on day twelve. Custodian appointed.

Week 03–06
Reconciliation engine

Built and tested on three pilot clients. Accuracy hit 96% by week six.

Week 07–10
Triage & knowledge

Inbox triage live in shadow mode for two weeks; partners reviewed every routing decision before we cut over.

Week 11–14
Rollout & handover

Two cohorts of staff training. Custodianship handbook delivered. First quarterly review scheduled.

What changed

Eleven hours, found in the same place every week.

The numbers, six months in, are above. The numbers we cared more about: three partners stopped working Saturdays. Two juniors who had been about to leave told Priya they'd stay. The firm took on four new audit retainers without hiring.

The firm also surfaced ₹42 lakh in receivables that had been quietly aging in old Tally entries — the agent flagged them while doing reconciliation, and a junior worked through the list. That alone paid for the engagement two and a half times over.

"

The thing nobody tells you about AI is how invisible it should be when it's working. By month four, I'd forgotten we'd installed it. Then one Monday I caught myself reading the morning brief at 7:45 with my second cup of tea — and I realised that twelve months ago, that didn't happen.

SA
Sushil AgarwalManaging Partner

What we'd change

One thing we got wrong.

Honest postmortem

We under-invested in the WhatsApp tone

Our first cut of automatic WhatsApp replies sounded like a courteous bot. Clients of a thirty-year CA practice — many of them family — found it cold. Three complained politely; one cold-called Sushil to ask why his "office had stopped being warm." We rewrote every template with the firm's senior associate, in his voice, in a week. Lesson banked: in client-facing automation, the firm's register matters more than the model's accuracy. We now spend the first two days of any conversational rollout writing copy with the client, not after.

Tell us where your Monday morning is going.

A 30-minute call with a partner. A written summary in two working days.

Book a discovery call ↗