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AI & Automation

Automated Content at Scale Without the Manual Work

Python pipelines for AI-powered content generation, validation, and audio synthesis at scale. Built for EdTech, publishing, and product teams with high content volume.

Timeline 2–6 weeks
Investment $2,000–$8,000
PythonClaude APIOpenAI APIGoogle Cloud TTSPostgreSQLDjangoYAML
📝
Generation pipeline

LLM-powered content generation with structured output schemas, quality constraints, and retry logic.

Validation system

Automated quality checks — morphology, grammar, semantic coherence. Bad content flagged before it ships.

🔊
Audio generation

Google Cloud TTS integration for high-quality voice-overs — batch generation with SSML prosody control.

📦
Export & integration

Clean JSON/YAML output that plugs directly into your app or CMS. No manual reformatting.

01
Content spec

Define exactly what needs to be generated — schema, languages, quality criteria, and volume.

02
Pipeline architecture

Generation → validation → audio → export chain. Each step logged and resumable on failure.

03
Quality validation

Automated checks for each content type. Language-specific morphology, duplicate detection, and semantic review.

04
Integration & handoff

Output format matched to your app's data model. Import script or API endpoint for loading content.

Case Study
Language Factory — 7-Language Content System

Python/YAML pipeline generating A1 language learning content across Estonian, French, Italian, Spanish, Hebrew, Korean, and Arabic. Claude API for generation, OpenAI batch for semantic validation, Google TTS for audio at 90% speed with SSML prosody.

7 languages · 72 units · 1182 items · Automated TTS audio
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Delivery timeline
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Language learning exercises, product descriptions, FAQ generation, document summarisation, data-to-text reporting, and translation with quality validation. If it's structured and rule-based, it can be automated.
Multi-stage validation: LLM generation → rule-based checks → semantic validation → human review queue for flagged items. I build the quality threshold based on your requirements.
100+ languages. I've worked with Estonian (Chirp3-HD-Umbriel), Hebrew, Korean, and major European languages. SSML prosody control for natural pacing.
Both — scheduled runs via cron for regular content updates, or API-triggered for on-demand generation.
I build review dashboards or integrate with your existing tools (Notion, Airtable, custom admin) so your team can spot-check and approve before publishing.
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Let's build your automated content pipeline development | ai & google tts

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