PROJECT

Manage Social Media with AI Content Automation

Custom software development, AI content generation, Social media content creation, Content planning, Social media automation, Publishing API integration, Performance analytics

  • Industry: Marketing services
  • Estonia Location: Estonia
  • Delivery time: 16 weeks
  • Technologies: Python, PHP
4+ months

This digital marketing agency spends time turning client ideas, briefs, and long-form material into posts for several social networks. The software manages social media from one workflow. It takes topics and source material, adds brand guidance, and gives the agency platform-specific content for review. It also provides images, videos, and schedules for multiple client accounts. It provides publications and performance reports for them too.

Summary

Problem

The agency spends manual time creating, adapting, and reviewing content for multiple client accounts.

Solution

The solution became one workflow for generating, editing, and approving social media content. It also handled scheduling and publishing.

Result

The software is made to reduce manual work and rework across the agency's social media operations.

Client story

The client is a digital marketing agency from Estonia. It serves multiple client accounts and manages content across several social networks and brands.

The agency turns topics, briefs, and source material into platform-specific posts, images, and videos. Creating consistent content and tracking performance takes time.

The agency also needed to publish across social networks and reuse source material in different formats.

The solution was shaped as one connected flow from source input to generated content and review.

The client asked for

  1. Create branded images, thumbnails, carousels, pins, and videos.
  2. Generate platform-specific posts, captions, hashtags, scripts, and metadata.
  3. Schedule and publish content across social networks automatically.
  4. Repurpose ideas and long-form assets across formats and channels.

Why ready-made software did not fit

Ready-made AI content creation platforms cover branded multimedia generation, while AI video suites focus on video production. Neither description covers the agency's full combination of source ingestion, written posts, repurposing, and approvals in one operation. Custom software was chosen to bring these content types, review rules, channels, and reports together.

Project overview

The solution was designed around a content brief and source input screen. It accepts topics, briefs, uploaded material, and RSS content.

CSV, databases, and CMS provide additional inputs.

Brand voice guidance and topic categories define the starting instructions.

To handle content generation, a shared editor was provided for platform-specific post versions, captions, and hashtags. It also holds calls to action, images, thumbnails, and short videos.

Editable source files stay alongside the generated content.

Special attention was paid to approval and publishing. A calendar brings queued posts, approval decisions, and scheduled items into one place.

Published items, activity logs, and failure notifications remain visible there.

The solution also connects performance data with future content work. Reach, engagement, and click-through data appear in a dashboard.

Traffic, reports, and optimization suggestions support later content batches.

As a result, the agency gets a finished social media management workflow that moves from source material to reviewed content, scheduled publication, and performance insight.

Key features delivered

  • Generate posts from briefs and source material
  • Create images, thumbnails, carousels, pins, and videos
  • Generate captions, hashtags, calls to action, and scripts
  • Edit content by social network in one editor
  • Repurpose long-form content into multiple formats
  • Approve posts before scheduling
  • Schedule and publish through social APIs
  • Track reach, engagement, clicks, and traffic
  • Export performance reports

Can be added

+ Lead flows + Account-specific automation + Content source connectors + Additional social network integrations + Human review controls

Who else can use this solution

These businesses have a similar content task, and the same solution can be adapted to their channels, brands, and review rules.

A content creator or personal brand

Task They turn ideas and long-form material into social posts and short videos.
How the solution helps The solution generates platform-specific content, organizes approvals, and schedules publication.
Creative studios

A brand managing several social networks

Task It maintains consistent content across multiple networks or brands.
How the solution helps The solution keeps brand guidance, channel versions, publishing times, and performance data together.
Business services

A musician or creative project

Task It promotes short-form video, audience engagement, and traffic to a website or channel.
How the solution helps The solution repurposes source material into social formats and connects publishing with performance reports.
Performing arts

Technology stack

Python

Content and analytics language

Python supports the project's content and analytics services.

PHP

Integration language

PHP supports selected web and media integrations.

rrule

Recurring schedule rules

rrule handles recurring publishing patterns for the content calendar.

icalendar

Calendar data exchange

icalendar reads and creates calendar data for scheduled content.

python-youtube

YouTube API connection

python-youtube connects the software with YouTube Data API functions.

CSV, RSS, Google Sheets, Airtable, Notion

Source material input

These formats and services provide topics, briefs, feeds, and other content inputs.

Integrations

Google Sheets

The software reads source material and workflow records from Google Sheets.

Airtable and Notion

The software receives content inputs and updates from Airtable and Notion.

Social networks

Connected social network APIs receive approved content and return publishing status.

RSS feeds, CSV, databases, and CMS

The software imports source material from feeds, files, databases, and content management systems.

Calendar services

Calendar formats and recurrence rules carry publishing schedules and repeated posting times.

The result

Start each batch with the right source material

The content brief screen gives the agency one place to define a topic, add key points, or upload a brief. Brand voice and topic category controls keep the starting instructions clear for each client account.

Connected inputs include RSS feeds, CSV, and databases. Google Sheets, Airtable, and Notion also provide content material for generation.

How it works

  1. The software stores topics, key points, uploaded briefs, and brand voice guidance.
  2. The software reads RSS, CSV, database, CMS, Google Sheets, Airtable, and Notion inputs.
  3. The software prepares the content batch for generation.
  • Topics and key points
  • Uploaded briefs and feed content
  • Brand voice and topic categories
Content brief and source input

Content brief and source input

Create channel-ready content in one editor

The platform content editor keeps platform-specific versions together. It shows post text, captions, and hashtags in one reviewable workspace.

Images, thumbnails, and short videos appear with their editable source files. The agency can repurpose one source into formats suited to several channels.

How it works

  1. The software generates platform-specific post versions, captions, hashtags, and calls to action.
  2. The software creates images, thumbnails, short videos, and editable source files.
  3. The software displays each network version, media preview, and source control in the editor.
  • Network tabs
  • Image, thumbnail, and short-video previews
  • Editable source control
Platform content editor

Platform content editor

Functions on this screen
Manage Social Media Content Generate social media content Descriptive captions generation Create hashtags Generate videos from scripts

Move approved posts into a controlled publishing calendar

The approval and publishing calendar connects review decisions with scheduled publication. Queued post cards show where content stands, while posting cadence keeps recurring work organized.

Publishing status and failure notifications give the agency a clear view of scheduled and published items. Approval gates keep human review in the workflow where the account requires it.

How it works

  1. The software stores approval decisions, posting cadence, and queued posts in the calendar.
  2. The software shows scheduled posts, published posts, workflow activity logs, and publishing status.
  3. The software records failure notifications for publishing issues.
  • Calendar view
  • Approval controls
  • Failure notification area
Note: Publishing status and failure notifications make exceptions visible alongside the schedule.
Approval and publishing calendar

Approval and publishing calendar

Functions on this screen
Schedule and publish content Manage Social Media Content

Use performance data to guide the next batch

The analytics dashboard brings reach, engagement, and click-through into one view. Network filters, tables, and charts support performance review across the agency's channels.

Reports can be exported for weekly or monthly reviews. The strategy insight panel turns performance metrics into optimization suggestions for future content batches.

How it works

  1. The software stores reach, engagement, click-through, traffic, and other performance metrics.
  2. The software groups post performance by network and compares trends in charts and tables.
  3. The software presents optimization suggestions and exports weekly or monthly reports.
  • Performance summary cards
  • Network filter and comparison charts
  • Report export
Performance analytics dashboard

Performance analytics dashboard

What the solution gives

With this solution, the agency can:

  • Create social media content from briefs, topics, feeds, and existing material
  • Produce platform-specific text, images, thumbnails, and videos
  • Keep brand guidance, editable sources, and approval decisions together
  • Schedule and publish approved content across connected networks
  • Reuse long-form assets in several formats and channels
  • Review performance and prepare reports for future content planning

Could ready-made systems do the job?

Before the design, the task was compared with ready-made products by their own descriptions.

What the client needs AI content platforms AI Content Creation Platforms, PosterMyWall AI video platforms Creatify AI, AKOOL, Tagshop.ai Custom solution
Create branded visual assets
Generate platform-specific written content —
Schedule and publish across networks partly —
Repurpose content across channels —
Fits the client's own rules: stages, roles, reports partly —
All steps in one place — —
No manual steps between programs partly —

By the public descriptions of the products and their category.

Ready-made products cover parts of the task: AI content platforms create branded media, while AI video platforms focus on video production.

A ready-made product is enough when the agency needs only one content type. This client needed written content, visual assets, source reuse, approvals, publishing, analytics, and its own account rules in one place.

The separate products did not bring all steps together, and their descriptions did not cover the agency's complete automated publishing workflow.

In the end

In the end, the solution was made to take manual work out of the path from a client brief to reviewed, published, and analysed social media content.

FAQ

Thinking about building a similar system? Read the answers below to see how the workflow, integrations, and delivery approach fit a social media operation.

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