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Collective StarsLet’s talk

Independent minds. Practical AI.

Makesomethingpeople feel.

A tiny studio for ambitious ideas, expressive software, and practical AI that earns its place in the room.

Find your starting point
A little order. A little wild.
Move through it
A little further down
Small studio / wide possibilities

Human imagination, amplified.

01 / What we do

Useful beats
impressive.

Audits, automation, agents, and the occasional experiment.

Explore the services
01

AI Implementation Audit

Two weeks. Fixed price. You get a document that tells you the truth.

02

Workflow Automation

Remove the bottleneck without removing the human from the decision.

03

AI Agents and Chatbots

Assistants that know your business, not assistants that sound confident.

04

CRM and Data Integration

One version of the truth, in a system you can leave whenever you want.

And then there’s the idea that doesn’t fit.
05

Something We Haven't Built Yet

Bring the idea you cannot explain yet.

02 / Out in the world

Less theatre.
More proof.

A closer look at the work
Email infrastructure / daily visibility
150,000contacts
01
Email infrastructureMonitoringDeliverability

A 150,000 contact list that kept landing in promotions

Rebuilt the sending domain architecture, ran a structured warmup, and wired provider webhooks into a live monitoring loop that flags throttles before they become blocks. Deliverability moved from something discovered monthly to something watched daily.

Harvest / normalize / verify / enrich
16,000verified records
02
Data pipelineEnrichmentRepeatable

16,000 verified records out of a public registry nobody could query

A four stage pipeline: harvest, normalize, verify, enrich. Built to be re-run rather than run once, so the dataset stays current instead of aging out the week after delivery.

03 / A good place to begin

Start with
the truth.

Two weeks. Fixed price. You get a document that tells you the truth.

Explore the audit
Audit

$2,500fixed, two weeks

Credited in full against the build if you go ahead, so it costs nothing extra if we work together. If the honest answer is not yet, you still keep the document.

A document you keep. A decision you own.All prices, in the open

Something on your mind?

Cornel Isac / Collective Stars

Bring the idea
you cannot
explain yet.

Half-shaped is welcome. Weird is useful. We will find the signal together.

Start a conversation
Human firstCuriosity alwaysUseful beats impressiveMake it felt