Impact

How one weekly process actually gets operated

A restaurant, a venue or an agency often doesn't need a better chatbot. They need the week's research done, the letter written, the posts made and the ticket links kept current — under rules, with a person still signing off.

A working example

Go Coastal, run as AI ops

Go Coastal is a local listings product — gigs, restaurants, the coast — that Halcyon operates as a public demonstration. It is not the Halcyon product. This is what “automate, then operate” looks like in the open.

Public brand

Coastal North East / Go Coastal

What people actually see. The Instagram and the weekly letter stay in this voice — local, practical, no operator branding on the feed.

  • Instagram @goingcoastal.ne
  • Weekly Go Coastal email for Whitley Bay, Cullercoats and Tynemouth — and east Newcastle for restaurants
  • Once the domain is live, the letter comes from Go Coastal at no-reply@gcoastal.com
Operator

Halcyon

The company behind the loop. Named here, on the business site — not dumped onto the public Instagram brand.

  • Grok Bot, with Research, Social and QA agents in the loop
  • Joey still signs off every post before it goes out
  • Halcyon business mail stays ai@halcyonlabs.uk
The weekly work

Research, write, publish, keep it true

Same jobs every week. That's the point — a defined operation, not a one-off demo prompt.

Research the week

Source what's on from public listings only — around Whitley Bay, Cullercoats and Tynemouth, and food from east Newcastle through to the coast.

Write the letter

The weekly Go Coastal email. Written for people who live here, not a generic "what's on" dump. Amazon SES is the send path, from the Go Coastal address once that domain is live.

Make the carousels

Three Instagram posts a week on @goingcoastal.ne: Monday food and deals, Thursday gigs, Friday coast-visit update.

Keep the links current

Official ticket and booking links only. If there isn't a public, official source, it doesn't go in. No invented listings.

MondayFood and deals — east Newcastle through to the coast.
ThursdayGigs, with official ticket links.
FridayCoast-visit update for the bay.
Weekly letterGo Coastal email for Whitley Bay, Cullercoats, Tynemouth — and east Newcastle restaurants.
The AI workforce

Grok Bot runs the loop. A human still signs off.

Grok Bot is the CEO of this little operation: it sources, drafts, QAs and lines up the schedule. Research, Social and QA agents sit in that loop. It is not fully automated — Joey still signs off posts before anything publishes.

01

Research agent

Pulls the week from public sources. What's on, what's bookable, what can be said without guessing.

02

Social agent

Drafts the letter and the three Instagram carousels in the public Coastal North East voice.

03

QA agent

Checks facts, dates and official ticket or book links before the pack goes to sign-off.

Orchestration

Grok Bot

Runs the whole pass — source, draft, QA, then schedule once it's signed off. The agents don't publish on their own.

Human in the loop

Sign-off before it goes out

Joey still reads and signs off every post. That's the guardrail: useful automation, not an unsupervised firehose.

What this is for

The kind of operation a local firm could want

If you run a restaurant, a venue or a small agency, this is the shape of the work: research the week, write the thing, make the posts, keep the links honest, keep the public brand separate from the operator.

That's the Halcyon layer — context, systems, rules and someone to run it — not a generic chatbot. The products stay the same: Launchpad, Private AI, Optimise and Agents.

A daily refresh of the public Go Coastal site is planned on gcoastal.com. That's a separate product site, not this one.

Worth saying plainly
  • This is a demonstration of AI ops, not a claim that Instagram runs itself
  • Public sources and official links only
  • The subscriber list is early — we don't quote numbers we haven't earned
  • Halcyon stays off the public feed; Coastal North East stays on it

Want a loop like this for your operation?

A 30-minute call — the work you already do each week, and whether it's worth operating rather than prompting.