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Flagship · Case Study· 2026Featured

Threadovo

An AI social-media platform that doesn't just schedule content — it makes it. Branded videos and product ads generated from a photo, AI flyers, an AI strategist that plans your calendar, and publishing to your connected accounts. Credit-metered, multi-workspace, built solo end to end.

AI Video GenerationSocial Media SaaSMulti-Agent AIImage-to-VideoCredit BillingMulti-tenantNext.jsNode.js
▸ Overview
Threadovo is a social-media management SaaS with one difference that matters: while competitors schedule the content you bring, Threadovo creates it. It's live at threadovo.com. The video studio turns a prompt or a product photo into finished, on-brand short video: an AI screenwriter drafts the script, the studio generates 2K stills, and an image-to-video pipeline (built behind a provider seam over state-of-the-art video models) animates them — with a judged quality-control gate and per-shot re-rolls so what ships is sellable, not a lottery. Product mode turns a single product photo into an ad with a branded outro; there's also an AI flyer and banner generator for static campaigns. An AI strategist plans the calendar: it knows the user's brand, country-specific holidays, and current trends, and turns 'plan my month' into a schedule of concrete, ready-to-generate posts. Content publishes to connected social accounts across workspaces, with per-account pricing. I built and run the whole platform solo: the generation pipelines, the credit-metering and billing system (including a no-card trial with reminder-based renewal), multi-workspace tenancy, and the marketing site. The discipline underneath: every AI feature is priced so its cost of goods stays within a fixed per-credit envelope, even as underlying models get swapped for better ones.
▸ Impact & Performance
Video · Ads · Flyers
Content engines
Solo, end-to-end
Built
Credit-metered
Billing
▸ Challenges
  • 01

    Making AI video reliable enough to sell: raw generative video output varies wildly shot to shot, and a paying customer can't publish a lottery ticket.

  • 02

    Keeping unit economics sane: every generation feature burns real provider money, and costs must hold as models are upgraded.

  • 03

    Planning content around holidays and trends per country — without one workspace's data leaking into another's suggestions.

  • 04

    Running trials and renewals without storing cards, across monthly and yearly plans with different quota rhythms.

▸ Solutions
  • A two-stage pipeline with a judged QC gate: stills are generated and approved first, then animated — with automatic re-judging and per-shot re-rolls instead of full regenerations.

  • Provider seams around every model (script, image, video), so upgrades are config plus a repricing pass against a fixed per-credit cost envelope.

  • An offline holiday dataset and per-country trend cache shared safely across tenants, with external text fenced before it reaches any prompt.

  • A credit system with term-scoped add-ons and billing renewal tracked separately from quota periods, so yearly customers get monthly quotas correctly.

▸ Results

Live at threadovo.com with the video studio, product ads, flyers, AI strategist, and multi-platform publishing shipped.

Full self-serve lifecycle in production: no-card trial, credit metering, renewals, and dunning — no sales calls required.

Every AI feature holds a fixed cost-per-credit envelope, keeping margins predictable as models change.

Built and operated end to end by one engineer.

▸ Domains
aisaas
▸ Work with me

Want something built like this?

I'm available for new projects. If you have an idea that needs a full-stack or AI engineer, let's talk.