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Case Study 02

AI Infographic Generation Platform

A platform that transforms raw data into visually compelling infographics using intelligent automation.

Client
Data-driven marketing agency
Timeline
12 weeks

The challenge

Producing high-quality infographics from raw data was slow and manual, limiting how fast the agency could scale output. Designers spent days on layouts that could be automated.

The solution

We engineered a platform that uses AI to translate raw data into production-ready infographics, automating complex layouts, color palettes, and visual generation while keeping human oversight for final polish.

Key highlights

1AI-assisted visual generation
2Automated infographic layouts
3Export-ready visual assets
Engineering Retrospective

Technical Constraints, Decisions & Trade-offs

Real software engineering involves navigating constraints, solving early bottlenecks, and making deliberate trade-offs.

Core Architectural Constraints

  • Deterministic SVG coordinate layout without label or legend overlaps
  • Sub-3-second end-to-end generation latency for multi-series chart visualizations
  • Strict data payload isolation to protect proprietary client metrics

Initial Bottleneck & Diagnosis

Raw LLM output occasionally hallucinated invalid SVG syntax or text bounding box collisions when handling datasets with wide numeric variances.

Separated AI layout planning from deterministic SVG rendering engine

Rationale

LLM computes structured JSON token trees; custom layout engine calculates exact typography geometry and coordinate bounds.

Engineering Trade-off

Two-stage pipeline required rigorous upfront schema design and validation rules.

Serverless Python background workers with pre-warmed container pools

Rationale

Eliminated cold-start latency on compute-heavy vector transformations.

Engineering Trade-off

Slightly higher idle infrastructure baseline compared to on-demand execution.

What We Learned & Retrospective

โ€œTreating generative models as structured data planners rather than direct code/SVG emitters eliminated 100% of malformed graphic artifacts in production.โ€

HOW WE WORK

A collaborative path from initial idea to compounding growth.

01

Discover & Align

We begin by listening to your goals, audience, and challenges. Together, we define a practical roadmap with clear milestones and transparent scope.

02

Design & Architect

Ideas take shape through intuitive UI/UX design, visual branding, and structured system architecture before writing a single line of code.

03

Build & Integrate

We engineer your website, app, or software using clean, modern frameworks, connecting APIs, AI tools, and automated background jobs reliably.

04

Launch & Validate

We deploy your digital product to production, verifying performance, accessibility, SEO readiness, and smooth user onboarding.

05

Grow & Evolve

Launch is just the beginning. We partner with you for continuous improvement, digital marketing, advertising, and feature expansion.

โ€œThis tool is a game-changer. We deliver more value to clients in less time, and the quality is consistently high.โ€
Rohan Mehta ยท Creative Director, DataForge Agency

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