James Kosur Growth, search & media advisory

Proprietary Technology · Built for you, owned by you

Everyone can buy the same tools. Build an advantage.

I design and build proprietary systems for publishers and commerce teams — AI content pipelines, search and Discover intelligence, internal linking agents, analytics newsrooms, and the WordPress plugins that tie them into how your team already works. You own what I build.

The question this answersWhich of our workflows should we build tools for, and what should they cost?

Services

What I can build for your team.

Every system is designed around your content, data and workflow — and handed over for you to own.

AI content pipelines

Systems that watch your sources and competitors, find the stories worth doing, research them and hand editors a ranked queue of drafts.

  • Feed and competitor monitoring
  • AI story clustering and research
  • Drafts with sources, in your style
  • Editor review queue — nothing publishes on its own

For: Publishers Brands

Custom WordPress plugins

Tools that live inside the editor your team already uses, instead of another tab and another login.

  • Editor tools and admin screens
  • Custom data tables and settings
  • API integrations (AI, analytics, social)
  • Built to WordPress standards and documented

For: Publishers E-commerce Brands

Search & Discover intelligence

Score headlines, images and topics before you publish, using your own GA4 and Search Console history.

  • Headline and image scoring
  • GA4 and Search Console data models
  • Opportunity and decline alerts
  • Dashboards for editors

For: Publishers E-commerce

Internal linking & content agents

Agents that suggest internal links, refresh old content and fill gaps — grounded in your archive and your data.

  • Contextual link suggestions in the editor
  • Archive refresh recommendations
  • Content-gap detection
  • Approval before any change

For: Publishers E-commerce

Product content & roundup builders

Turn product URLs and data into consistent comparisons, roundups and product copy, reviewed before anything goes live.

  • Product data extraction
  • Spec-consistent comparison tables
  • Affiliate and commerce calls to action
  • Staged review-then-generate workflow

For: E-commerce Publishers

Analytics dashboards & newsrooms

One place for site, social and video performance, with recommendations on what to make next.

  • Site, social and video data in one view
  • Recommendations, not just charts
  • Milestone and goal tracking
  • Team-level views

For: Publishers Brands

Video production tooling

Record once and publish everywhere: tools for teleprompter recording, horizontal and vertical edits and assembled rough cuts.

  • Record-once, publish horizontal and vertical
  • Teleprompter and capture workflows
  • Rough cuts assembled from a planned rundown
  • Captioning and export presets

For: Publishers Brands

Workflow automation & data migrations

Connect your CMS, analytics, social and Slack, and move fragile spreadsheets into real databases that write clean content back.

  • System-to-system integrations
  • Scheduled jobs and notifications
  • Spreadsheet-to-database migrations
  • Bulk content updates with verification

For: Publishers E-commerce Brands

See example systems in The Lab

The shift

Off-the-shelf software gives everyone the same capabilities, which means it gives no one an edge. The companies pulling ahead are building thin, sharp internal tools on top of frontier AI models — tuned to their content, their data and their workflow.

The hard part isn't the model. It's knowing which workflow is worth automating, what the output has to look like before an editor trusts it, and where a human stays in the loop. That is operator knowledge, not engineering knowledge — and it's where most AI projects fail.

I've spent 25 years inside these workflows and the last several building the tools: content intelligence systems, search prediction engines, editorial databases and video tooling. I scope hard, ship a working prototype fast, and harden only what earns its place.

Framework

The Build Path

Four stages. You can stop after any one of them and keep everything built so far.

  1. 01

    Sprint

    Map the workflows, rank the opportunities by return, and choose the one to build first.

  2. 02

    Prototype

    A working tool on your real data, in the hands of the people who will use it, within weeks.

  3. 03

    Production

    Hardening, security, integrations, documentation and a clean handoff to your team.

  4. 04

    Care

    Model upgrades, fixes and monitoring, so the tool keeps working as the platforms change.

Pricing

Priced per stage. Stop after any one.

You own everything I build for you on final payment.

Start here

Opportunity Sprint

$10,000 fixed fee

Two to three weeks mapping your workflows and data, ranking automation opportunities by return, and scoping the first build.

Credited toward a build that starts within 30 days.

Add to my plan

Production

Production system

$50,000

Hardened, integrated and documented, ready for daily use across the team.

  • Security and access controls
  • CMS, analytics and API integrations
  • Documentation and training
  • Handoff to your developers
Configure

After launch

Care plan

20% of build / year

Minimum $1,000 a month. Model upgrades, fixes and monitoring. Larger changes at $300 an hour.

Configure

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.