SoftBytes
Plan Your Project
AI Automation & Agents

Thought-leadership content engine for a video platform

AI writing tools that take a B2B marketing team from idea to finished thought-leadership and outreach copy, plus a separate SDR agent for sales outreach.

  • Sector EdTech, B2B marketing
  • Client Video-management platform
See Content Creation case studies
One workflow from content idea to finished draft
Idea to copy
A separate agent for sales outreach
SDR agent
Workflow runs inspected in LangSmith
Traced
The starting point

The challenge

The marketing team needed a steady flow of high-quality thought leadership and campaign content, and starting every piece from scratch did not scale.

The solution

What we built

  • Built content-writing tools around a repeatable idea-to-copy workflow for thought leadership and outreach.

  • Added AI assistance for content strategy as well as drafting, using Gemini orchestrated with LangChain.

  • Built a separate SDR agent to support the company's sales outreach.

  • Delivered the tools on a Django backend.

Architecture

How the system works

How it fits together
  1. 01IdeaTopic or campaign
  2. 02StrategyAI-assisted angles
  3. 03DraftGemini through LangChain
  4. 04CopyThought leadership and outreach

A separate SDR agent supports sales outreach.

Engineering

How it was engineered

  • Traced workflow runs in LangSmith, so every step from idea to draft can be inspected.

Scope

What was delivered

01

Idea-to-copy content workflow

02

Content strategy assistance

03

SDR agent

04

LangSmith tracing

Technology

Stack

GeminiLangChainLangSmithDjango
More work

Related case studies

Aurora dashboard listing research modules: TAM and SAM calculator, competitor analysis, persona development, creative research and branding evaluation
AI & AutomationAlso: Web Application

Aurora

Market research, Consulting

An AI market-research platform with competitor analysis and a LangGraph-based TAM/SAM calculator, turning a founder's research process into self-serve tools.

See AI Research case studies
How it works: Guided interview → Draft → Score → Regenerate → Family review
AI & AutomationAlso: Web Application

Guided memorial-writing assistant

Funeral and memorial services

A guided writing product that helps families create a personal obituary: a gentle interview, then drafting through a self-correcting LangGraph workflow that scores and revises its own work.

See Content Creation case studies
See all AI & Automation case studies

Need something similar?

We can scope and build a system with comparable capabilities, shaped around your own workflows, data and integrations.

Plan a similar project More case studies