Bangalore Cab Metrics – Strategic Analysis

Mags
2025-04-30

Trip Volume Analysis

Completed Trips

πŸ“Š Completed Trips Trend (Apr 2024 – May 2025)

Comments:

Cab trips have shown a consistent upward trajectory from the service launch in April 2024 until December 2024, with the exception of a minor dip in September 2024. This period reflects strong momentum in adoption and usage.

However, from January 2025 onwards, the growth plateaus β€” with trip volume either stagnating or slightly declining. This flattening trend is visible across the last five months in the graph.


Why might this be happening?

The initial phase likely benefited from organic demand, marketing pushes, or platform novelty. But as the system matured, other limiting factors may have started to influence user behavior β€” such as:

These hypotheses are supported by further trends explored in the next set of graphs, specifically:

Analyzing these operational metrics helps uncover bottlenecks in trip fulfillment that could explain the plateau despite a steady driver base and infrastructure.

User Base Analysis

Unique Drivers and Riders

πŸ‘₯ Unique Drivers & Riders Trend (Apr 2024 – May 2025)

Comments:

πŸš– Drivers

The number of unique drivers grew steadily from launch through December 2024, peaking above 30,000. However, the growth stagnated or declined slightly from January 2025 onward.

This raises key questions: - Could this flattening be a result of the subscription model structure? - What percentage of active drivers are on the per-day vs per-ride plan? - Are we unintentionally capping earnings potential for some segments?

It may be time to revisit the subscription pricing model to improve driver engagement and long-term stickiness β€” especially if high-volume drivers are disengaging due to perceived lack of ROI.

πŸ™‹β€β™‚οΈ Riders

Unique riders have shown fluctuating trends, with a sharp recovery from October 2024 and a steady climb leading up to May 2025. This is a positive sign, indicating renewed demand or effective top-of-funnel acquisition.

However, a few underlying factors need to be examined: - Could pricing be influencing rider stickiness and frequency? - Are we still competitively priced against players like Rapido and Uber for comparable trips? - If riders are increasing but drivers are flat, are driver assignment delays or conversion gaps holding back trip completion?


πŸ”„ What This Means Going Forward

While rider demand appears to be growing, driver engagement may be the limiting factor in fulfilling that demand. If conversion and quote acceptance remain weak (as explored in the upcoming graphs), this imbalance may explain the plateau seen in completed trips.

This sets up the next section: let’s explore how conversion rate, cancellations, and quote response trends are impacting this supply-demand balance.

Growth Analysis

Month-over-Month Growth Rates

Comments: ## πŸ“ˆ Month-over-Month Growth Analysis (Apr 2024 – May 2025)

Key Metrics Tracked:


πŸ” Observations:

  1. Initial High Growth (Apr–Jun 2024)
    • All three metrics (drivers, riders, trips) show strong early growth, peaking around April–May 2024.
    • Trip Growth touched ~50%, with Driver and Rider Growth above 25%.
  2. Volatility in Rider Growth
    • Rider growth is highly volatile with significant negative dips (notably in Jul, Sep, Nov 2024 and Jan 2025).
    • A massive spike in Oct 2024 suggests a campaign or incentive-driven boost.
  3. Driver Growth Stabilization
    • From Oct 2024 onwards, driver growth flattens to near-zero, indicating saturation or slowed onboarding and possibly impact of subscriptions.
    • Small uptick in Dec 2024 suggests minor revival effort despite the subscriptions.
  4. Trip Growth Tracks Closely with Rider Growth
    • Despite volatility, trip growth loosely follows rider trend, indicating rider activity is a stronger trip driver than fleet expansion.
  5. Recent Trends (Feb–May 2025)
    • All metrics show flattening with growth hovering around 0–5%.
    • Slight positive bump in Rider Growth in April 2025, which could hint at early signs of re-acceleration.

πŸ“Œ Strategic Inferences:

Performance Metrics

Conversion and Cancellation Rates

Comments: ## πŸ“Š Monthly Rate & Ratio Analysis (Apr 2024 – May 2025)

Key Metrics Tracked:


πŸ” Observations:

  1. Conversion Rate Trends
    • Started low at ~20% in April 2024, rose steadily until a peak of ~42% in October 2024.
    • Sudden drop in November 2024 (down to ~25%) followed by recovery in Jan–Feb 2025.
    • Decline again in April–May 2025 to near starting levels (~22%).
  2. Cancellation Rate Stability
    • Relatively stable around 39%–43% across the full period.
    • No major spikes or dips, suggesting predictable rider/driver cancellation behavior.
  3. Quote Request to Acceptance Ratio (QAR)
    • Steady climb from April (~38%) to a peak of over 70% in October 2024, indicating strong driver engagement.
    • Sharp fall in November 2024 (~45%), then recovery with fluctuations in Q1 2025.
    • Another dip in May 2025 (~38%), same level as a year ago.


πŸ“Œ Strategic Inferences:

Summary Statistics

Monthly Metrics

Month Unique Drivers Unique Riders Completed Trips Conversion Rate Total Cancellation Rate Quote Acceptance Ratio
April, 2024 11718 12662 5150 21.0% 44.9% 38.3%
May, 2024 15467 17572 7706 22.5% 43.8% 40.2%
June, 2024 17661 18430 9656 25.7% 40.3% 43.2%
July, 2024 23640 16039 10663 33.3% 40.7% 56.6%
August, 2024 26927 16605 11625 35.0% 40.8% 59.7%
September, 2024 26379 14076 11045 41.4% 39.8% 69.7%
October, 2024 25895 23252 13215 24.8% 41.8% 43.0%
November, 2024 27091 20558 14782 36.3% 38.6% 60.7%
December, 2024 30561 23207 16712 34.7% 39.1% 57.2%
January, 2025 30424 19286 15408 40.9% 38.1% 66.1%
February, 2025 30414 22004 16185 35.1% 38.9% 57.3%
March, 2025 30080 22170 16162 34.0% 38.4% 54.9%
April, 2025 29190 29094 16140 22.7% 39.8% 37.4%

Comments:

Growth Rates

Month Completed Trips Driver Growth (%) Rider Growth (%) Trip Growth (%) Quote Acceptance Growth (%)
April, 2024 5150 NA NA NA NA
May, 2024 7706 32 38.8 49.6 4.9
June, 2024 9656 14.2 4.9 25.3 7.6
July, 2024 10663 33.9 -13 10.4 31
August, 2024 11625 13.9 3.5 9 5.6
September, 2024 11045 -2 -15.2 -5 16.6
October, 2024 13215 -1.8 65.2 19.7 -38.3
November, 2024 14782 4.6 -11.6 11.9 41.1
December, 2024 16712 12.8 12.9 13.1 -5.7
January, 2025 15408 -0.4 -16.9 -7.8 15.6
February, 2025 16185 0 14.1 5 -13.4
March, 2025 16162 -1.1 0.8 -0.1 -4.2
April, 2025 16140 -3 31.2 -0.1 -31.8

πŸ“Œ Final Strategic Summary

Over the past year of tracking Namma Yatri Cab metrics in Bangalore, several clear insights have emerged:

πŸš€ Growth Journey

πŸ” Key Bottlenecks Identified

πŸ’‘ Strategic Recommendations

πŸ“ˆ What To Watch Next

Sustained growth will now depend not on user acquisition alone, but on closing the fulfillment loop β€” smart quoting, strong driver engagement, and low churn.