From the Lab · 26 October 2026
Intent Prefetch: The 20-minute light-bulb moment
A WordPress prefetch plugin wasn't behaving as expected, so we built a small alternative to solve our own problem: make navigating between pages feel snappier by preparing likely destinations before a click.
Working with an AI coding agent, the first version took approximately 20 minutes and cost less than a dollar in AI usage. The surprise wasn't the size of the plugin. It was seeing a focused, working tool emerge so quickly, with code clean enough to keep using. That changed how we approached building software.
On 26 October 2026, Intent Prefetch was successfully submitted to the official WordPress Plugin Directory. It is awaiting review, not yet approved or publicly available in the directory.
Lesson from the lab: Solve one real problem well. A small useful tool can be an important milestone.
The Problem
Cloud API costs and latency make large-scale agent automation uneconomic for operators — and you pay for every token they "think." That adds up fast: $145/day = ~$4,350/month just in inference fees.
The Solution — Local Inference
Run task-specific, quantized models (3B/7B) on your own inference server. Once the server is paid for, marginal inference cost is essentially zero.
How It Works
- Task-specific models: small, fast models for call summaries, email triage, and content drafting.
- Speed-as-conversion: sub-second reply windows for lead follow-up.
- Privacy-first: customer data stays on-prem or on your private host.
Cost Comparison
| Item | "The Other Guy" (API) | Project Studios (Local) |
|---|
| Inference cost | $145/day → ~$4,350/mo | ~$500/mo hosting — marginal inference ≈ $0 |
| Management | $2,000/mo | $1,000/mo |
| Total monthly | ~$6,350/mo | ~$1,500/mo |
| Monthly saving | ~$4,850/mo |
The Profit Stack
- Private AI Employee — flat yearly fee, no per-token surprises.
- LeadStream attribution — agentic follow-up integrated with your pipeline.
- Reduced API spend — margin stays in your pocket.
Example
A custom LeadStream agent summarises missed calls instantly and emails the sales rep. Marginal cost per lead ≈ $0, response time <1s — much higher conversion.
Agentic SEO
Automatic monitoring, drafting, and publishing of location-intent pages when competitive signals change. The agent drafts the page, pings for a photo, and publishes — all with human oversight.
Request Pilot
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