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Case Study: NBFC Reduced MTTR from 6 Hours to 22 Minutes with Bachao MSSP

A mid-tier NBFC with 240 employees, 3 million customers, and a 6-hour mean time to respond got down to 22 minutes within 4 months. Here's exactly what changed.

Shouvik Mukherjee, Founder of Bachao.AI

Shouvik Mukherjee

Founder & CEO, Bachao.AI

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What this means for your business

Indian SMBs without documented security controls face 3× higher breach costs (IBM Cost of a Data Breach 2024). This guide helps you close that gap.

The situation

A mid-tier Indian NBFC (we'll call them "LendCo") came to Bachao.AI in January 2026 with a CERT-In advisory in their inbox: their existing MSSP had taken 11 hours to confirm and contain an attempted intrusion that another vendor's threat intel had flagged within minutes.

LendCo's profile:

    1. 240 employees, 3 million customers across digital lending
    2. AWS-only, ~640 production workloads
    3. Existing MSSP: large global brand, India-shared analyst pool
    4. Reported MTTR: 6 hours, but post-mortem of that incident: 11 hours from detection-available to containment
    5. RBI IT Master Direction compliance audit in 9 months
    6. Board was concerned the incident response posture wouldn't survive scrutiny
The CEO had a clear ask: get MTTR under 30 minutes and prove it in time for the RBI audit.

Discovery (week 0)

A 3-day onsite with LendCo's CISO and security team revealed three structural problems:

Problem 1 — detection signal silos. Cloudflare logs went to one pane, GuardDuty went to another, GitHub audit went to email, Okta went to a third tool. Tier 1 had to log into 4 places to confirm a credential-stuffing event. The 11-hour incident was 7 hours of cross-tool correlation.

Problem 2 — runbooks didn't exist. Tier 1 had a Confluence page from 2024 titled "Incident Response Playbook." It was 3 pages, generic, never updated. For 87% of S2 events, tier 1 had no defined containment authority and had to wait for the on-call engineering manager.

Problem 3 — purple team gap. The existing MSSP had never run a simulated attack against LendCo's environment. Detection coverage was assumed, never measured. (The coverage audit Bachao ran in week 1 showed 41% coverage, not the 80% the previous MSSP claimed.)

What Bachao changed (months 1–4)

Month 1: telemetry consolidation + detection rule library

    1. Single SIEM with all 4 signal sources unified
    2. 280 India-market detection rules deployed (from Bachao's library)
    3. First false-positive tuning sprint: 23% FP rate down to 8.5%
Month 2: runbook authoring + containment authority
    1. 14 runbooks authored: credential stuffing, suspicious data access, brute force, phishing, ransomware-style behaviour, insider data export, API abuse, DDoS, cloud privilege escalation, etc.
    2. Containment authority pre-approved by CISO for tier 1 + tier 2 (revoke API key, force-logout user, isolate host)
    3. Tabletop walkthrough on each runbook with LendCo team
Month 3: purple team + detection coverage expansion
    1. Bachao Red Team ran 28 simulated attacks
    2. 8 attacks detected on first attempt, 12 detected after rule tuning, 8 missed entirely
    3. Coverage gap closure: detection coverage 41% → 87% by month 3 end
    4. Hunt engineer added 47 new rules specific to LendCo's tech stack
Month 4: MTTR proof and RBI audit prep
    1. Monthly SLO report showed MTTR 22 minutes (target was 30)
    2. Two S1 events handled during the quarter, both contained inside 18 minutes
    3. Evidence package for RBI: every detection, every runbook, every tabletop, every purple team result documented and indexed against RBI IT Master Direction sections

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The RBI audit (month 9)

The audit team reviewed:

    1. SOC operational evidence (4 months by audit date)
    2. Detection coverage scorecard
    3. Runbook execution evidence (with the 4 actual S1+S2 cases logged in production)
    4. Purple team exercise results
    5. BCP/DR documentation (separate work stream)
Audit observation: no material findings on cybersecurity operations. One minor finding on quarterly risk review documentation cadence (closed within 7 days).

The CISO sent the audit-clearance memo to the board with a one-line note: "Bachao's MSSP work made this possible."

What it cost

Line itemCost (annualised)
Previous MSSP₹85L/year (estimated)
Bachao MSSP (Growth tier)₹72L/year (₹6L/month)
Onboarding workload (Bachao)₹3L flat
Tools migration₹4L flat
Total Year-1 with Bachao₹79L
LendCo saved ₹6L on the recurring fee + got 4× faster response + cleared the RBI audit. The CEO described it in the operating review as "the rare consulting engagement that paid for itself within 6 months."

What LendCo's CISO said

"Our previous MSSP was a brand. Bachao is a team that has my back at 3am. Our incident response posture went from 'we'll figure it out' to 'we have a runbook for this' in 4 months. The RBI audit wasn't a stress event — it was a chance to show what we'd built."

Pattern this engagement followed

LendCo's situation is a common shape for Bachao.AI MSSP customers:

  1. Existing MSSP that's "good enough on paper" but operationally hollow
  2. Upcoming regulatory audit (RBI, SEBI, DPB) creating real consequences
  3. Recent incident that exposed real MTTR
  4. Decision-maker willing to switch MSSPs if the new one will measurably perform
If this is your situation:

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Related: MSSP Methodology · Sample MSSP Monthly Report

Shouvik Mukherjee, Founder of Bachao.AI

Shouvik Mukherjee

Founder & CEO, Bachao.AI

Ex-enterprise architect turned cybersecurity founder. Built systems for Fortune 500s, now making enterprise-grade security accessible to every Indian business. Writes about threats targeting Indian SMBs, practical defenses, and the DPDP Act.

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