Data-driven reporting
Results, filings, prices, fixtures, official releases — recurring datasets turned into drafted stories with the figures checked against the source that produced them.
AI content & media
Content operations that run on a system, not on heroics
Newsrooms, publishers and marketing teams are being asked for more output from the same people. Codelab builds the production systems that make that possible without giving up editorial control: grounded in your sources, held to your style, and approved by a person before anything goes out.
The production line
Sources in, approved work out
Whatever the format, the pipeline has the same spine. The material comes from somewhere real — a database, a feed, a set of documents, a brief. The drafting step works from that material rather than from the model's memory. Rules and checks run before a human sees it, and nothing publishes without approval.
- Sources gathered and made available to the drafting step
- Templates and structure agreed up front, so output is consistent
- Facts checked back against the material they came from
- Style and brand rules applied as constraints, not suggestions
- An editor approves, returns or rewrites — and that decision is recorded
- Delivery into the CMS, publishing system or channel that needs it
Journalism & news
Newsroom systems that respect the byline
Reporting has non-negotiables: sourcing, accuracy, corrections, and a named person responsible. A useful newsroom system speeds up the parts around the writing and leaves the judgement where it belongs.
Recurring story generation
The formats a desk writes every day or every week, produced from a template and the current data, so reporters spend their time on the stories only they can write.
Research & briefing workflows
Background assembled from documents and archives into a cited brief, with links back to each passage, before anyone starts drafting.
Drafting & editorial review
Drafts arrive in a review queue with their sources attached. An editor approves, returns with a reason, or rewrites — and the system records which.
Structured templates
House formats expressed as structure rather than convention, so every piece carries the fields, framing and disclosures the desk requires.
Publication-system integration
Approved work delivered into the CMS with the metadata, tags and scheduling the publishing workflow expects.
Marketing content
Campaign production at channel scale
The bottleneck is rarely the first draft. It is producing every variant a campaign needs, keeping them on-brand, and getting them reviewed before the window closes.
Campaign & channel variants
One message adapted into the formats and lengths each channel needs, with the variants traceable to the original brief.
Research-to-draft workflows
Product facts, positioning and prior material assembled into a grounded brief, so drafts start from what is true about the product.
Brand & style guidance
Tone, terminology, claims policy and prohibited wording enforced as part of the pipeline instead of caught in a final read-through.
Content repurposing
Existing long-form work broken down and reassembled into the shorter formats other channels need, without losing the substance.
Review & approval
Legal, brand or product review as a step in the system, with sign-off recorded against the exact version that was approved.
Repeatable production
The same output every cycle without rebuilding the process each time — which is what makes the volume sustainable.
AI video
Video, produced as a workflow
AI-assisted video is a real service direction for us, and we describe it precisely: Codelab implements the workflow — concept, script, storyboard, asset generation, assembly, review and versioning — using the generation services that suit your case.
- Concept & script — from a brief, an article or a product update, in the structure the format needs
- Storyboard & scene planning — the shot list and beats agreed before anything is generated
- Asset generation — visuals, voice and video segments produced where generation is the right tool
- Assembly & versioning — segments cut together, with versions tracked as the piece changes
- Review & approval — an approval gate before release, like any other publishing step
- Channel adaptation — aspect ratios, lengths and captions per destination
What we are not claiming
Codelab does not own a film studio or a production facility, does not operate a proprietary video model, and does not maintain an in-house production crew. This is workflow implementation and integration: we build the system that takes your material from idea to an approved, versioned cut, using generation services chosen with you. Where a project needs conventional production, we will say so.
Quality & governance
What keeps generated work publishable
In plain terms, because this is the part that decides whether a content system is an asset or a liability.
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Source grounding
Drafting works from material you supplied or the system retrieved, so a claim can be traced to where it came from rather than to a model's recollection.
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Structured inputs and prompts
Prompts and templates are versioned artefacts with defined inputs, not text pasted into a chat window and lost.
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Validation before a human looks
Schema checks, required fields, forbidden claims and figure comparisons run first, so reviewers spend attention on judgement rather than proofreading.
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Editorial rules as constraints
Style, terminology and disclosure requirements are enforced by the pipeline, applied the same way on every item.
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Human review at the point of consequence
Someone approves before publication. The system makes that fast; it does not remove it.
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Traceability where the workflow supports it
Where the design allows, each piece keeps a record of its inputs, the version that produced it and who approved it — useful when a correction is needed.
Start a project
Producing more than your team can sustainably write?
Tell us the formats, where the source material lives and who has to approve the result. We will propose a production workflow and be explicit about which parts stay human.