James Kosur Growth, search & media advisory

The Lab

Proprietary tools, built for your workflow.

The Lab is where I design and build custom systems for clients: AI content pipelines, search intelligence, internal linking agents, analytics newsrooms and video tooling. Every one is built on your data, around your team — and handed over for you to own.

The question this answersWhat could we build that our competitors can't simply buy?

What I build

Systems I design and build for clients.

Each is an example of a system I have built before and can build for you — scoped to your content, data and workflow.

Publishers

Content intelligence pipelines

Monitor feeds and competitors, cluster emerging stories with AI, research them, and hand editors a ranked queue of drafts with sources.

Typical starting point Prototype · $15K–$25K

Publishers

Discover & search prediction engines

Score headlines, images and topics against Google Discover and search signals before publishing, using your own GA4 and Search Console history.

Typical starting point Production · $50K–$75K

Publishers · E-commerce

Internal linking agents

Suggest contextual internal links inside the WordPress editor, grounded in your own archive and performance data.

Typical starting point Prototype · $15K–$25K

E-commerce · Publishers

Product roundup & comparison builders

Turn product URLs into ranked, spec-consistent "best of" drafts with affiliate calls to action, reviewed before anything publishes.

Typical starting point Prototype · $15K–$25K

Publishers · Brands

Social packaging generators

Generate platform-specific titles, descriptions, storyboards and memes from a published story or brief, in your brand voice.

Typical starting point Prototype · $15K–$25K

Publishers · Brands

Analytics newsrooms

One dashboard for video, social and site performance with recommendations on what to make next — including monetization milestones.

Typical starting point Production · $50K–$75K

Publishers · Brands

Video production tooling

Record once, publish horizontal and vertical; teleprompter and capture workflows; automated rough cuts from a planned rundown.

Typical starting point Production · $50K–$75K

Publishers

Structured content databases

Replace fragile spreadsheets and page builders with a real database that writes clean content back to WordPress at scale.

Typical starting point Production · $50K–$75K

Principles

How Lab builds are different.

You own it

Code, prompts and documentation are yours on final payment. No license fees, no lock-in.

Operator-designed

Built by someone who has run the workflow, so the output is something an editor actually trusts.

Human in the loop

Tools draft, rank and recommend. People approve. Nothing publishes on its own unless you decide it should.

Prototype first

A working tool in weeks, on real data. Only what earns its place gets hardened for production.

FAQ

Questions people ask

Who owns the code?

You do. Everything I build for you is yours on final payment. I keep only my general know-how.

Which AI models do you use?

Whichever fits the job — usually current Claude or OpenAI models, chosen per task on quality and cost. Your API keys, your account, your data.

Do you work with our developers?

Yes. I can build and hand off, or pair with your team so they own it from day one.

What does the Care plan include?

Model and API upgrades, bug fixes, monitoring and small improvements. Larger changes are scoped separately at the hourly rate.

Find the workflow worth building for.

Start with a fixed-price Strategy Intensive or Diagnostic, or configure an ongoing engagement in the builder. Retained engagements start at $5,000 a month.