Content & Short-Form Video EngineTurn one research brief into a weekly stream of approved content
A production line from proven claims to carousels, scripts and vertical video, with a human approval gate before anything is published.
Starting estimate
$5,800
2 weeks · scope and price agreed in writing
One-time setup scope. Ongoing operation is agreed separately.
- Claim library with source links
- 6-slide carousel storyboard generator
- 5-shot script pipeline for TikTok, Reels and Shorts
- Editorial review and approval queue
Costs and dependencies
Media spend, referral rewards, and third-party subscriptions are separate unless included in the written scope. Delivery depends on agreed access, source material, and reviewer availability.
Content & Short-Form Video Engine is a two-week Datakult sprint, starting at $5,800, that turns approved research into a repeatable content pipeline. You receive a sourced claim library, a 6-slide carousel generator, a 5-shot script pipeline for TikTok, Reels and Shorts, and an editorial review and approval queue that keeps every piece under human control.
Content is a bottleneck, and every piece starts from a blank page
The research exists, the product knowledge exists, and the channels are waiting. Yet each post is a one-off project: someone briefs, someone drafts, someone fact-checks late, and the calendar slips. When volume is needed, quality falls. When quality is protected, volume stalls. Short-form video makes it harder, because it needs hooks, scripts, visuals and review for every language.
- Channels go quiet for weeks, and the algorithm and your audience both forget you between bursts of effort.
- Senior people burn hours rewriting drafts and chasing sources, which is the most expensive way to produce a caption.
- Unverified claims slip into published pieces. In crypto, fintech and iGaming that is a compliance risk, not just an embarrassment.
- Spanish, Portuguese and Russian versions are an afterthought or never get made, so whole markets receive nothing.
- Each idea is used once and forgotten, so research that cost real money is mined for a fraction of its value.
A content line that runs weekly, with your approval at the gate
In two weeks you get the pipeline and the controls: a library of claims you have signed off, templates that turn each claim into a carousel and a short script, and a queue where your editor approves, edits or rejects every piece. Speed comes from the structure. Safety comes from the sources and the gate.
Before
- Each post is a one-off job with its own brief and delays
- Claims are copied from slides and nobody can trace the source
- Video scripts are written from scratch, if they are written at all
- Review happens in chat threads and nobody knows what was approved
After
- A repeatable line turns approved claims into carousels and scripts
- Every claim carries a source, a status and a reviewer
- A 5-shot script structure gives each short video a hook and a plan
- A queue records every approval, edit and rejection
Everything inside the sprint, and why it matters
- 01
Claim library with source links
Every fact, proof point and number is stored with its source and status, so writers pull from approved material and reviewers check against it in seconds.
- 02
6-slide carousel storyboard generator
Turns an approved claim into a structured carousel draft with a hook, a build and a call to action, which removes the blank page and keeps format consistent across channels.
- 03
5-shot script pipeline for TikTok, Reels and Shorts
Produces short vertical video scripts with a hook, shot list and on-screen text, ready for your editor or the video production flow, so a single claim becomes several formats.
- 04
Editorial review and approval queue
Every piece waits for a named reviewer, with status, comments and a record of what was approved. Nothing is published without a person saying yes.
- 05
Multilingual adaptation rules
Guidance for adapting each piece for ES, PT, RU and EN, including claims that need local compliance review, so each market gets native-sounding content instead of a rough translation.
- 06
Pilot batch and operating runbook
A first batch run through the queue to prove the pipeline, with quantity agreed in the written scope, plus a runbook so your team can operate it after handoff.
2 weeks from kickoff to handoff
A fixed plan with a named approver at every gate, so you always know what lands next.
- 14 days
Research brief and claim library
We agree scope, audience and acceptance criteria in writing, then extract claims from your approved research and attach a source and status to each.
- 25 days
Pipeline build
We build the carousel and script templates around your brand voice, set up the approval queue and define the review roles and rules.
- 33 days
Pilot batch and review
The first batch of carousels and scripts moves through the queue. Your reviewer approves, edits or rejects, and we tune the templates from that feedback.
- 42 days
Handoff and runbook
We deliver the runbook and training, transfer the assets and confirm the pipeline meets the agreed acceptance criteria before closing the sprint.
What Content & Short-Form Video Engine changes in your business
The mechanism behind each lever, and the KPIs that prove it in your own data.
Publishing consistency
A reusable pipeline turns content from a project into a routine. Fixed formats and a ready claim library mean the next piece starts from material, not from an empty page.
KPIs to watch
- Posts published per week
- Brief-to-approval time
- Content calendar adherence
- Share of claims reused across formats
Attention and reach
Short-form formats compete on the first seconds. A hook-first script structure and consistent testing of openings help each piece earn the next watch, which compounds reach over many posts.
KPIs to watch
- Hook retention and 3-second view rate
- Average watch time
- Shares and saves per post
- Follower growth rate
Message accuracy and risk
Because every claim points to a source and every piece passes a reviewer, mistakes are caught before publication. This protects reputation and keeps you inside platform and regulatory rules.
KPIs to watch
- Claims with a verified source
- Rejections caught at review
- Post-publication corrections
- Policy flags on published content
Team capacity
Drafting moves to the pipeline while people spend their time on editorial judgement. A small team can run more formats and more languages without a matching rise in headcount.
KPIs to watch
- Hours per published piece
- Pieces per editor per week
- Languages covered
- Cost per published asset
How Content & Short-Form Video Engine plays out in your category
Each category has its own constraints, channels, and compliance limits. Here is how the work adapts.
Crypto & Exchanges
Crypto & Exchanges playbookWe turn approved research and product updates into educational carousels and short scripts, with a hard rule against return promises, price predictions and urgency tactics, and a compliance reviewer in the queue.
Web3 & DeFi Protocols
Web3 & DeFi Protocols playbookWe convert protocol updates and docs into fact-checked threads, carousels and explainer scripts, so narrative stays coordinated across X, Telegram and Discord within hours of a change.
SaaS & AI Products
SaaS & AI Products playbookWe mine product knowledge, release notes and customer questions for claims, then build product-led carousels and short demos that support trial-to-paid.
E-commerce & Marketplaces
E-commerce & Marketplaces playbookWe turn product benefits and review themes into 5-shot vertical scripts for TikTok, Reels and Shorts, with fresh hooks to fight creative fatigue.
iGaming & Betting
iGaming & Betting playbookWe build geo-localised content in ES, PT and RU with jurisdiction-aware wording, age gating and responsible-gaming language. No content promises winnings.
FinTech & Payments
FinTech & Payments playbookWe convert expert knowledge into compliance-reviewed explainers and sales enablement content, with authorship and source links that support trust.
Is this sprint right for you?
We would rather qualify you out than sell you the wrong scope.
Ideal for
- Teams with solid research or product knowledge that is not turning into content
- Brands that need to publish in Spanish, Portuguese, Russian and English without four separate workflows
- Marketing leads who want more short-form video without losing editorial control
- Compliance-sensitive companies that need a documented review step
Probably not for you if
- Brands without a defined audience or message. Start with positioning, because a pipeline amplifies whatever you feed it.
- Teams that want fully automatic publishing with no human review. We do not build that.
- Anyone expecting viral results on a schedule. We build the system that gives you consistent shots on goal.
The AI agents behind this package
Copywriter Agent
Production
The Copywriter Agent drafts articles, landing copy and sequences with named expert authorship, structured data and FAQ blocks, and holds each draft for your sign-off.
Open pageVideo Studio Agent
Production
The Video Studio Agent takes a topic through script, fact-check, voice, render, subtitles and audio QA, then holds the finished video for your approval before dispatch.
Open pageSMM Agent
Production
The SMM Agent writes hook variants, builds the calendar and packages each post for the channel it will run on, then queues everything for your approval.
Open pageDesigner Agent
Production
The Designer Agent turns briefs and winning hooks into prompts, ad variants, thumbnails and carousels inside your brand system, and queues each one for design approval.
Open pageKeyword Master Agent
Intelligence
Keyword Master groups demand by intent, scores each opportunity, and turns the winners into briefs for classic search and AI answer engines.
Open page
The fair questions, answered straight
Is $5,800 worth it when freelancers are cheaper per post?
Freelancers deliver posts. This delivers the system behind them: sourced claims, templates, scripts and an approval queue that you own. The fee is a starting estimate agreed in writing for a two-week scope, and no payment is taken at request. The value shows up in every post after the sprint, not just the first batch.
We already have an agency or a content team.
Then they get a faster line. The engine does not replace your people, it gives them sourced claims, structured drafts and a clear queue so they spend time on judgement and craft. If your agency produces the final video, the scripts and approvals feed straight into their process.
Won't AI-assisted content hurt our brand?
Not if it is controlled. The pipeline draws only from approved claims, follows your voice rules and sends every piece to a human reviewer who can edit or reject it. We do not publish anything automatically, and where platforms allow scheduling through approved APIs, that happens only after sign-off.
Frequently asked questions
What is the Content & Short-Form Video Engine?
It is a two-week Datakult sprint, starting at $5,800, that builds a repeatable content pipeline. You receive a sourced claim library, a 6-slide carousel generator, a 5-shot script pipeline for TikTok, Reels and Shorts, and an approval queue. Scope and acceptance criteria are agreed in writing first.
Do you produce the finished videos?
The sprint delivers scripts, shot lists and the pipeline that feeds video production. Rendering and voice work can be handled through the Datakult video flow or by your editor, and we state that in the written scope. Either way, each video passes your review queue before it is published.
Which platforms and languages are covered?
Formats are built for TikTok, Instagram Reels, YouTube Shorts and carousel posts, in Spanish, Portuguese, Russian and English. Publishing and scheduling connections are used only where platform terms and API access allow, and otherwise your team posts the approved pieces manually.
How do you keep claims accurate?
Every claim in the library has a source link and a status, and the pipeline only draws on approved items. Reviewers see the source next to the draft. In crypto, fintech and iGaming we add compliance guardrails and never write return or winnings promises.
What happens after the two weeks?
You keep the claim library, templates, queue configuration and a runbook, and your team can operate the pipeline without us. If you want help running it, that is a separate written scope. There is no lock-in and no obligation to continue.
Zero-risk next step
Ready to scope Content & Short-Form Video Engine?
Scope, deliverables and acceptance criteria are agreed in writing before the sprint starts, and no payment is taken when you request it. Every piece waits for human approval before it goes live, and you keep the library, the templates and the runbook with no lock-in.