Articulate AI Labs · DrumBeat
Articulate Labs

DrumBeat

The UAE news cycle, turned into GIG's next post — by breakfast.

DrumBeat listens to UAE media — radio, newswires, the business pages — works out what's worth GIG reacting to, and drafts an on-brand reaction. You read a shortlist with the posts already written. Nothing publishes until a human says so.

See this morning's run ↓ Prepared for GIG Gulf · demo 4 June 2026
How it works

Five steps, every morning

01ListenWe pick the sources that matter — business and news, never sport or filler. Today: Dubai Eye's Business Breakfast and The Agenda.
02FilterGuardrails drop anything political, religious, sport, or off-limits before a topic is ever scored.
03ScoreEach survivor is scored for GIG on three axes — line of business, brand-recognition value, and where GIG's expertise genuinely matters. Only direct adjacencies make the cut.
04DraftGillyBlog writes the long-form reaction; SallySocials writes the hooks and the post — each in the client's own voice.
05You approveEverything lands as a draft, staged for brand and fact sign-off. The engine never hits publish.
Live run

This morning, live off the UAE feeds

A live pull — Dubai Eye, Khaleej Times and Zawya business feeds, fetched when you open this page. Every topic is scored for GIG: does it hit a line of business, does reacting build brand recognition, is it where GIG's expertise matters? Only direct adjacencies make the cut — some days that's a handful, some days nothing. Published RSS only, no recording. The numbers are this run, not a screenshot.

UAE business feeds · Dubai Eye · Khaleej Times · Zawya ● LIVE fetching…
Topics scanned
Dropped by guardrails
Made the cut
Topic on the feedsGIG lineScore · LOB·Brand·Exp
Cybersecurity: the new core infrastructure of the UAE economyCyber2·3·1 = 6
Dubai RTA digital revenue +20%Motor2·3·0 = 5
ESET 2026 SMB Cyber Readiness IndexCyber2·1·2 = 5
Dropped by guardrails — the audit trail
  • UAE President's US visit · Sheikh Hamdan · Sheikh Mohammed · Sheikh Khaled / ADIA — politics / state leadership
  • Hormuz pipeline · India–US / Iran · China–Pakistan corridor · US tariffs · Fed chair — geopolitics & security
  • Ferrari EV "shock and outrage" · OpenAI v. Musk lawsuit — negative / litigation framing
  • The Score — sport, out of scope
What it got wrong

DrumBeat missed one today. Here's the score.

A prototype earns trust by showing its misses, not hiding them. This is real, from today.

The miss — caught ~midday: a cyber story — "Cybersecurity: the new core infrastructure of the UAE economy" (Khaleej Times) and the ESET 2026 SMB Cyber Readiness Index (Zawya) — both squarely GIG's cyber line. DrumBeat's matcher had no cyber vocabulary, scored them zero and dropped them. A direct adjacency, missed.
The fix — done

Added Cyber as a line of business. Both stories now top the live cut above. Logged to our failures record.

Self-score · 6 / 10

Precision: good after tightening (43 loose matches → a handful). Recall: leaky — it missed cyber. The score moves as the model is trained.

Why it needs training

The lines-of-business vocabulary is still hand-written and partial. It should be learned from GIG's real products, past campaigns and what converts — not guessed by us.

Before it's trusted

It stays a prototype with a named human gate — trained on GIG's lines, voice and calendar before it ever runs unsupervised.

Worked example · GIG Gulf

From a topic to a post — in GIG's voice

One that makes the cut, taken end-to-end — here, a housing-supply story GIG joins from the insurance side. No product pitch, no advice — a helpful point of view.

Trigger: "Is there enough housing supply in the UAE?" — On Dubai Eye, 3 June. Population ~3.7m and families still arriving. GIG's angle: every new household is setting up cover for the first time.
GillyBlog draft · staged for Belinda (brand) → Candace (fact/quote sign-off)

New to the UAE? The insurance gaps that catch new arrivals out

The short version
The population keeps climbing and more families are settling in for the long term. Setting up a home moves fast — visa, lease, car, schools — and insurance is the box most people tick last. Three gaps come up again and again: contents in a rented home, third-party vs comprehensive motor cover, and health cover for family who aren't on an employer plan. This isn't advice on what to buy — it's what to ask before you sign.

There was a good conversation on Dubai Eye's Business Breakfast this week about whether the UAE has enough housing for a population that's still growing fast. Most of the coverage looks at the bricks and mortar. Here's the view from the insurance side: every new lease signed is a household setting up from scratch — and that's usually when cover gets overlooked.

Contents in a rented home. Your landlord's building insurance is not your insurance. The laptop, the furniture you shipped over — those are yours to cover.

Motor — third-party or comprehensive. The cheapest quote is rarely the one people mean to choose; most just don't get asked the question clearly.

Health cover for the whole household. Employer plans often stop at the employee. Spouses, visiting parents, a new baby — those can sit outside the plan unless someone checks.

Internal links + figures (population, regs) resolve at Candace's fact sign-off. Nothing unverified ships.

DrumBeat Live

WhatsApp in. Socials out. You in the loop.

The shortlist doesn't wait for you to open a laptop. DrumBeat Live runs the loop in real time — the topic and a written reaction land on your WhatsApp, in your authors' voices. You tap to go live.

01
Scan

DrumBeat reads the UAE news cycle as it breaks — guardrails on.

02
Push

A topic + a ready reaction hits your WhatsApp, written in your author's voice.

03
Tap

Pick the author, approve — or edit a line. The tap is the sign-off.

04
Live

Published to your social channels in real time.

Guardrails

What the engine will never do

Every topic clears these before anything is drafted. Fail one and it's dropped, not softened.

No politics or religion

No party politics, geopolitics, or state-leadership commentary as a reaction subject.

No regulated advice

Insurance, financial, medical, legal — react to the theme, never tell the reader what to buy or do.

Positive, constructive bias

Opportunity and help, never outrage or doom. No newsjacking off anyone's misfortune.

No unverified facts or quotes

Every number or quote traces to a named source, or it doesn't ship. Mis-attribution is a hard fail.

UAE-respectful

Mirrors local content norms — national identity, social cohesion, cultural values.

A human always approves

The engine drafts and stages. It never publishes. Brand and fact sign-off sit before any post goes out.

Where this goes

One station today. The UAE news cycle next.

Dubai Eye is source #1. The same engine reads any UAE outlet that publishes a feed — and most do. It becomes a daily radar for GIG: here's what GIG can credibly react to today, scored and on a named line.

SourceFeedStatus
Dubai Eye 103.8/news/business/feed.xmllive · source #1
The Nationalarc/outboundfeeds/rssverified
Khaleej Times/collections/<section>.rssverified · per-section
Zawya/sitemaps/en/rssverified
Gulf News · Arabian Business · WAMnext pass

Why no transcription? If the topic is already in a feed as text, there's nothing to transcribe. Reading the audio is an optional add-on — used only when the asset is a spoken line that never gets written up. RSS is cheaper, faster, and cleaner: feeds are published for exactly this.

Add-ons · the brand suite

DrumBeat is the first. The brand cockpit grows around it.

Four companion apps for the brand & PR desk — each standalone, all wired to DrumBeat. Same guardrails, same human sign-off, all owned by you.

VoicePrint ↗Prototype live
Voice training

Capture GIG's author voices — the PR desk, the social channels, named columnists — into a reusable profile every app writes in. The engine behind "bring your authors." See the prototype →

MoodRadarRoadmap
Brand sentiment

How the brand lands across news and social, over time, by theme — with spike alerts. A spike is its own reaction trigger for DrumBeat.

BrandBoardRoadmap
Corporate-brand KPIs

Share of voice, earned reach, sentiment index, message penetration — the board-level brand scoreboard, every metric sourced.

YearBeatRoadmap
Annual brand plan

The year's moments, narrative arcs and budget as a living plan — the arc DrumBeat's reactive content slots against.