Fabula Case Study

A content management CRM that combines grammar checking, AI-generated content detection, task assignment, and integrated payments into one platform for managing content workflows end to end.

Industry

Content & Media / Content Management

Solution Type

Content Management & Workflow CRM

Duration

5 Months

Services

Web App

Project Summary

Content teams typically juggle separate tools for writing, grammar checking, plagiarism or AI detection, task tracking, and paying writers, none of which talk to each other. Before Fabula, managing a content pipeline meant assigning tasks in one place, checking grammar in another, verifying originality somewhere else, and handling writer payments through a completely separate process, with no single view tying it all together. We built Fabula as a content management CRM that brings grammar checking, AI content detection, task assignment, payments, and monitoring into one connected platform, so content teams can manage a piece of content from assignment to payout without switching tools.

The Challenges

Bringing Writing, Verification, and Payments Into a Single Workflow

Content operations tend to be spread across disconnected tools, and merging grammar checking, originality detection, task management, and payments into one CRM raised its own set of problems.

Integrating Third-Party Grammar Checking Into the CRM

Grammar checking needed to work natively inside the platform's own content editing flow rather than requiring writers to copy content out to an external tool and back.

Reliable AI-Generated Content Detection

Detecting AI-generated content accurately, and presenting that result in a way content managers could trust and act on, meant integrating detection capability directly into the content review workflow rather than treating it as a bolt-on check.

Task Assignment Across a Content Pipeline

Content work moves through multiple stages and multiple people, so task assignment had to support handing work off cleanly between writers, editors, and reviewers without losing track of where a piece of content stood.

Secure Payment Processing for Writers

Integrating Razorpay meant handling payment flows, transaction records, and payout tracking reliably within the CRM, so payments tied directly to completed work rather than being managed manually outside the system.

Task Monitoring at Scale

Beyond simple assignment, the platform needed to give managers real visibility into task status and progress across the whole team, which meant building monitoring views that stayed accurate as the volume of tasks and content grew.

One CRM Covering Distinct Workflows

Content creation, grammar and AI verification, task management, and payments are each their own domain with different data and different user needs, so unifying them into a single coherent CRM without the interface becoming cluttered was a core design challenge.

Our Solution

We built Fabula as a unified content management CRM, combining writing support, content verification, task workflows, and payments into a single platform.

Integrated Grammar Checking

Grammar checking is built directly into the content workflow, so writers and editors can catch issues without leaving the platform.

Grammarly integration built into the content editing flow
Real-time grammar feedback as content is created or reviewed
Inline suggestions shown directly within the editor rather than in a separate panel or export step
Grammar checks apply across all content types managed in the platform, keeping quality consistent regardless of format
Reduces back-and-forth between writers and editors by catching issues before content is submitted for review

AI Content Detection

Verifying content originality is treated as a core part of the review process, not a separate step.

AI-generated content detection built into the content review workflow
Detection results surfaced directly to content managers for review decisions
Detection runs automatically at the review stage, so managers don’t need to trigger a separate check manually
Results are attached to the content record itself, giving managers a clear audit trail for every review decision
Helps content managers enforce originality standards consistently across writers and content types

Task Assignment and Monitoring

Content work is tracked from assignment through completion, giving managers visibility across the full pipeline.

Task assignment to writers, editors, and reviewers
Task management and monitoring dashboard for tracking progress across the team
Visibility into task status as content moves through the pipeline
Clear handoffs between roles, so a task moves cleanly from writer to editor to reviewer without status getting lost
Centralized view lets managers spot bottlenecks or overdue tasks across the whole team at a glance

Integrated Payments via Razorpay

Payments are tied directly into the platform, connecting completed work to payout without a separate manual process.

Razorpay integration for processing writer payments
Payment activity tracked within the CRM alongside task completion
Payments link directly to completed tasks, so payouts are tied to verified, finished work rather than tracked separately
Transaction history stored within the platform, giving managers a single record of task completion and payment together

How We Deliver

Building Fabula meant bringing content creation, verification, task management, and payments into one coherent CRM, with no single piece feeling like an afterthought.

Our development process moved through Requirements Analysis, Architecture & Wireframe Design, Third-Party Integration (Grammarly, AI Detection, Razorpay), Frontend & Backend Development, and End-to-End Testing before Delivery and Release, with the Angular frontend and Node.js backend built in parallel to keep the content, task, and payment modules integrated throughout development. Post-launch, our Support & Maintenance services continue to support the platform as usage grows.

Outcomes Delivered

Fabula consolidated content creation, verification, task management, and payments into a single CRM, replacing a workflow that previously spanned multiple disconnected tools.

4-in-1

Tools Consolidated

Combined grammar checking, AI content detection, task management, and payments into a single platform.

Months to Delivery

Delivered as a complete content management CRM within a 5-month development timeline.

User Roles Supported

Built distinct workflows for writers, editors, and reviewers within a single task pipeline.

Unified Workflow

Content moves from assignment to verification to payout without switching between separate tools.

Fabula Case Study

Project Summary

The Challenges