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Oneway.Cab: From Call-Centre Bookings to a Cloud-Native Intercity Platform

Oneway.Cab is an intercity ride platform founded by industry operators with deep domain knowledge. At the start of the engagement, 80 percent of bookings were handled by a call centre, which limited scale and speed. The company needed a modern product engine to automate bookings, improve driver acceptance and reduce operational drag.
Case Study

Client Overview

Oneway.Cab is an intercity ride platform built by industry operators with deep operational expertise in travel and transportation. When Innovify began working with the team, nearly 80 percent of bookings were still processed manually through a call centre. That reliance on human intervention restricted scale, slowed response times and created significant operational overhead. To grow beyond these constraints, Oneway.Cab needed a modern, automated product engine: one that could digitise bookings across web and mobile, streamline driver allocation, improve acceptance rates and sharply reduce the recurring workload on its operations team.

Client:
Oneway Cab
Country:
India
Platforms:
Web-Mobile
Industry:
Transport

Challenge

Manual workflows were slowing growth. Dispatch relied on phone calls. Finance teams lacked automation for debt recovery and reconciliation. Leadership needed a well-monitored, 24x7 cloud infrastructure and clear KPIs for data-led decisions. The business also needed higher return-set utilisation to improve route economics.

Client Review

Innovify understood exactly what we were trying to solve — making intercity travel simpler and smarter. Their team worked with real commitment and speed, helping us build a platform that feels intelligent from the inside out.

Key Objectives

  • Eliminate routine operational intervention across the booking lifecycle
  • Acquire bookings via web and mobile with near-zero human touch
  • Equip Finance to recover debts faster and reconcile accounts online
  • Improve return-set utilisation to maximise margins
  • Define and track KPIs for data-led decisions
  • Ensure a stable, robust, monitored cloud setup that scales on demand

Solution

Innovify delivered a product-first, cloud-native platform through agile, iterative releases.

1) Driver Acceptance and Dispatch Automation

  • Built a Driver App to accept or reject rides based on a rules-driven preference algorithm, monitored through a central Dispatch Panel.
  • Enabled call-centre agents to log bookings directly into the platform, pushing jobs to drivers without manual calling. Call-centre load dropped to about 50 percent in phase one.

2) Customer Apps and Channel Expansion

  • Developed iOS and Android apps so customers could book directly.
  • Reduced call-centre load to about 20 percent, then to near zero, with loyalty and refer-and-earn features that nudged users towards digital channels.
  • Exposed APIs for integration with aggregators such as Ibibo and ixigo, shifting further volume from phone to technology.

3) Scalable Architecture

  • API-first microservices deployed in containers for horizontal and vertical scaling.
  • A hybrid data strategy using SQL and NoSQL for low-latency reads, privacy and future big data analytics.
  • High availability through load balancing and resilient deployment patterns to handle festival-time spikes.

4) Ways of Working and Scale-Up

  • Implemented Scrum, lean delivery and KPI-driven governance.
  • Used Innovify's Build-Operate-Transfer (BOT) model to help Oneway.Cab raise funds, hire core roles and bring the tech function in-house, with coaching from agile leaders and technical architects.

Technology Used

No items found.

Results

  • Fundraising: raised $450K from Indian Angel Network during scale-up, and prepared for a $3M raise for nationwide expansion.
  • Scale: expanded to 400+ routes with lean staffing, enabled by automation and platform reliability.
  • Efficiency: moved from roughly 80% of bookings handled by a call centre to digital-first, with near-zero manual dispatch.
  • Operations: improved return-set utilisation, faster debt recovery and online reconciliation through productised finance workflows.
  • Ownership: the tech roadmap and practices transitioned to the in-house team, with CTO-level guidance available on demand.

Oneway.Cab moved from phone-based operations to a cloud-native, app-led intercity platform engineered for speed and scale.

Modernising a manual, phone-led operation, or looking at AI-native capabilities such as smarter dispatch? Explore our AI & ML Development services or talk to our team.

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