+35% YoY Auro Engineering — Industrial Machinery 25 years · Maharashtra · 4-year engagement · Sustained 35% YoY since the operating-system reset

Auro Engineering — three years of stagnation reversed

Industrial Machinery Pod · Product

A 4-year operator partnership across strategic clarity, operating model and AI deployment. The growth was a bet on category position — and the operating system that could deliver it.

01The context

A 25-year-old industrial-machinery manufacturer with three years of flat revenue.

The business was built by a founder who knew his customers, his suppliers and his shop floor by name. By the early 2020s it had reached a respectable scale — and stopped growing. Three years of flat revenue. Margins holding, but no expansion. The founder's instinct was to push harder on sales. The numbers said something different.

The team had hired senior managers, invested in capacity, and refreshed the product line. None of it had moved the top line. The founder was tired. The leadership team was tired of being tired. The business needed a thesis, not more activity.

02The diagnosis

The bottleneck wasn't sales effort. It was category position.

Our Deep Dive surfaced an uncomfortable finding: the company was competing in a category where it could not win at scale. Three of its top-five product lines were commoditizing. The differentiated lines — where the company had genuine engineering depth — accounted for less than 30% of revenue.

The growth bet was not "sell more." It was "rebuild the portfolio around the differentiated lines, exit the rest, and reposition the brand." That was a category-position bet. And it required an operating system to deliver — a KPI tree that tracked the right outcomes, a weekly cadence that surfaced bottlenecks early, and a quotation cycle fast enough to compete at the new price points.

03What we installed

Strategic clarity, operating system, and AI in the highest-leverage workflow.

  • North Star — KPI tree from Managing Director to floor. Strategy map redrawn around the differentiated portfolio. Balanced Scorecard with quarterly outcome targets.
  • Target Operating Model — Reorganized around two business units (differentiated + commodity). Roles, accountabilities and decision rights redesigned for the next 3 years, not the last 10.
  • Weekly Governance Rhythm — Friday 90-minute leadership review on five lead indicators. Monthly business review on outcomes. Quarterly board-grade pack.
  • AI Quotation Agent — AI-augmented quote-to-cash cycle — historic-data-grounded pricing, automated specification analysis, faster turnaround on RFQs by 60%.
  • MIRAS Operating Rhythm App — Single source of truth for KPIs and reviews. The leadership team works off MIRAS daily, not Excel.
04The outcomes

Compounding from year one. Sustained for four.

35%YoY growth, sustained 4 years
60%Faster RFQ turnaround
+18%Gross margin lift
100%Senior team retention through transition
05The founder's words
We had stagnated growth for three years before we hired SMB Catalyst. Since then we are growing at 35% YoY.
— Mihir, Managing Director · Auro Engineering
06What is live today
Still running

The operating system that runs after we step back

  • MIRAS — Live on the leadership desk. Five lead indicators reviewed weekly.
  • AI Quotation Agent — Processing every RFQ above ₹5L. Owner reviews exceptions, agent handles the rest.
  • KPI tree — Cascaded from MD to plant supervisor. Quarterly recalibration with us as advisors.
  • Governance cadence — Friday 90 minutes. Monthly business review. Quarterly board pack — the team owns all three.
Your story

Two hours. One conversation. On us.

Bring the question. We bring twelve years of pattern recognition.