Use case Content

Create a content brief
built from real research

Not a template with your keyword pasted into it. Moose runs a live research pass first: the current top results, People Also Ask, the AI Overview and what ChatGPT says, plus the actual text of the pages that already rank. Then it writes the brief, and lists exactly what it read.

Watch Moose write one What is in the brief
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Create a research-backed co…Chat · now Best EV SUV for Off-Road Us…Content brief · now can you create an entity gra…Chat · 31m do we cover the topic of usi…Chat · 1h
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Create a research-backed content brief
Confirm the brief target and template

Hi, Moose uses the target query and content format to shape both the brief and the first draft. Different structures need different sections, proof, and calls to action.

Primary target query
best EV SUV for off-road use
Use the main query or topic the brief should center on.
Template type
Blog post
Choose the structure Hi, Moose should follow so the brief and first draft fit the right format.
Generate brief
Create a Blog post brief for "best EV SUV for off-road use".
Fetching the current top organic results… Capturing People Also Ask and related searches… Reading the Google AI Overview and its cited sources… Crawling competitor evidence from www.caranddriver.com… Collecting Gemini grounding queries…
Search landscape
best EV SUV for off-road use
12 sources 3 competitors crawled 2 AI snapshots
Grounded in live search data, your context library, and brand voice.
Content brief
Best EV SUV for Off-Road Use: Top Picks and What to Know Before You Buy
Objective

Give EV shoppers a clear, evidence-based answer to which electric SUVs actually hold up off-road, tiered by real capability (heavy-duty vs. light-duty vs. budget AWD), while covering the practical trade-offs (range loss, cold-weather performance, ground clearance) that most competing roundups gloss over.

Content format
Blog post
Roundup with a comparison table
Recommended length
2,400 words
Median of the 3 pages crawled
Intent
Commercial
Classified from the live results
Information gain

None of the three ranking pages give real ground clearance and approach angles next to cold-weather range loss. Put both in one comparison table near the top and the piece answers the question the AI Overview currently answers with two different sources.

Keyword strategy
Primary best EV SUV for off-road use
Secondary electric SUV off-road capability · best off-road electric SUV · EV SUV ground clearance
Supporting EV range loss towing · electric SUV cold weather range · approach angle EV · dual motor vs locking diff
Structure
H2 The short answerQuick-answer block, 40 to 60 words. Three picks by capability tier so the AI Overview has something liftable.
H2 How we judged off-road capabilityGround clearance, approach and departure angles, diff type, drive modes. Establishes the criteria before the picks.
H2 Heavy-duty picksThe two vehicles the crawled pages agree on, with what each one gives up.
H3 Light-duty and budget AWDWhere most buyers actually land. Nobody ranking covers this tier properly.
H2 The trade-offs nobody puts in the tableRange loss on trails, cold-weather behaviour, charging away from corridors. This is the information gain section.
H2 Announced but not yet buyableKept separate so the piece does not imply you can order one today.
H2 FAQSix angles taken from real People Also Ask questions, answered in 40 to 60 words each.
Constraints
This topic sits outside your core product category. Do not force product mentions or brand proof points into the vehicle content. Distinguish clearly between vehicles you can buy today and announced models, so nothing implies availability that does not exist. Keep claims to what the evidence supports. Do not invent performance numbers that are not in the crawled pages.
Data used
Captured 6 organic Google results for "best EV SUV for off-road use" Crawled and analyzed 3 top-ranking pages from the current search results Crawled 2 cited pages from answer-engine results Captured 8 People Also Search For suggestions Google AI Overview for "best EV SUV for off-road use" ChatGPT Search results for "best EV SUV for off-road use" Collected 2 Gemini grounding queries for "best EV SUV for off-road use"
Edit brief Save brief Export brief Generate draft from brief
Share a URL, a draft document, or run an AEO audit…
Live research · SERP key connected Claude Sonnet 5 Send
Hi, Moose 0.3.281 Beta Need help?
A recreation of a real run. The brief is trimmed to fit; the real one runs several pages.
Moose, a dog, supervising a desk

Chief desk supervisor. Has never once written "aim for 1,500 words" without reading a single competing page first. Sets a low bar, and yet.

The problem

Most AI briefs are a template with your keyword dropped in

You can tell within ten seconds. The word count is a round number. The competitor section names companies the model remembers rather than pages that currently rank. The FAQ questions are invented, not the ones people actually ask. Nothing in it could be wrong, because nothing in it is checkable.

A brief is a set of decisions about what to write. If the decisions came from a model's memory of the internet, the writer inherits guesses and the piece goes live competing against pages nobody read.

The research pass

What Moose collects before it writes a word

Six live sources and a real crawl, run at the moment you ask. Search now covers both the ten blue links and the answer engines that increasingly replace them, so the brief has to be built from both.

Organic
The current top ten

Titles, snippets and positions as they stand right now, not as a model remembers them. Your own domain is tagged as owned so competitors means competitors.

Questions
People Also Ask

Up to eight real questions people ask around the topic. These become the FAQ angles, which is why they read like questions instead of headings.

Related
People Also Search For

The related searches Google surfaces, turned into secondary keywords with a tier rather than a flat list of terms to sprinkle.

Answer engine
The Google AI Overview

The actual AI Overview text for your query and the list of URLs it cites. If an engine is already answering this, you get to read the answer.

Answer engine
ChatGPT Search

What ChatGPT's search surface says about the topic and which sources it leans on. Often a different set of pages than Google ranks.

Answer engine
Gemini grounding queries

The real Google searches Gemini writes for itself when it researches the topic. These surface intent angles the ten blue links miss entirely.

Crawl
It actually reads the pages

Up to three ranking competitors and two pages cited by the answer engines, fetched and stripped to main content. The evidence is the page body, not a snippet.

Length
Word count from evidence

The recommended length is the median body length of the pages it crawled. Not "aim for 1,500 words", which is a number with no source.

Intent
Intent and page type from the live SERP

Informational, commercial or comparison, and which page format is actually winning. A versus query gets comparison framing and objections, not a listicle.

Grounded

It shows its receipts, and it will tell you when it has none

Every brief ends with a list of exactly what was collected, generated from real counts. If the research could not run, the brief says so on its face rather than sounding researched.

Receipts
Every brief ends with what it read

How many organic results, how many pages crawled, how many PAA questions, whether an AI Overview and a ChatGPT snapshot were captured. Generated from real counts, so a thin research run produces a visibly thin list.

No invented data
It will not make up a citation

The model is instructed not to fabricate sources, competitor claims or traffic numbers that are not in the evidence bundle. If it is not in the research, it is not in the brief.

Intent
Search intent beats sales instinct

On a broad informational query it satisfies the dominant intent first and refuses to force a product-led angle unless the evidence supports one. That is usually the argument you were going to lose anyway.

Voice
Brand context shapes tone, not truth

Your voice, terminology and proof points influence how the brief is written. They never override what the query actually wants, which is the failure mode of most brand-first briefs.

Missing research
A brief without evidence says so

No search connection means a preview brief, explicitly labelled, and explicitly told not to imply research happened. You still get a usable structure from your context library.

Degradation
A blip gives you less, not nothing

If search is temporarily down it still writes the brief and tells you what was missing, rather than handing you an error at the moment you sat down to work.

Inside the brief

Everything a writer needs, and a plan for the week

Written to be handed to a person, not filed. Every section exists because someone would otherwise have to guess.

Title, goal, audience, and why this angleThe reasoning is included so you can disagree with it
Recommended word countMedian of the competitor pages actually crawled
Information gainWhat this piece can say that the ranking pages do not
A quick checklist to work againstFor the writer, not for the file
Keyword strategy in tiersPrimary, secondary, then high, medium and supporting priority
Title, meta and heading optionsSeveral of each, so you are choosing rather than accepting
Section by section structureH2 and H3 framing, what each section should accomplish
Where quick-answer content belongsThe blocks an answer engine can lift cleanly
Key points to includeDrawn from the crawled evidence, not from memory
FAQ angles from real questionsPeople Also Ask, not questions a model invented
E-E-A-T considerationsWhat this topic needs you to demonstrate, specifically
A priority action planSplit into do today, do this week, do this month
Technical recommendationsSchema, internal links, and the on-page mechanics
Constraints specific to the pieceIncluding what not to claim, which is the part people skip
Format aware

A landing page brief is not a blog outline in a different hat

You pick the format up front and the structure genuinely changes: different sections, different proof, different calls to action. The live SERP also gets a vote, so a comparison query gets comparison framing whichever format you chose.

Blog post

Top-of-funnel or mid-funnel article structure with a quick-answer block, criteria, and an FAQ built from real questions.

Shape · Answer first, then depth
Glossary post

Definition-first, deliberately short, written to be the thing an engine quotes when someone asks what a term means.

Shape · Definition, context, related terms
Landing page

Value proposition, proof, objection handling and CTA blocks. Not an outline of headings wearing a landing page label.

Shape · Promise, proof, objections, CTA
Solutions page

Problem framing for a segment or use case, with the outcome stated before the mechanism and proof close to the claim.

Shape · Problem, outcome, mechanism, proof
Product feature page

What the feature does, who it is for, how it works, and where it sits in the workflow, with the honest limits included.

Shape · Job, mechanism, limits, next step
Your context

It already knows who you are and what you have agreed

Two kinds of context feed every brief. Neither one gets to overrule the search evidence, which is the whole trick.

From your project
The context library you set up once
Brand name and summary Audience Tone Writing style Brand values Preferred terminology Terminology to avoid Proof points

Terminology to avoid is doing more work than you would think. It is the difference between a draft that sounds like you and one you rewrite.

From this conversation
What you have already told it today
Your goals Confirmed facts Decisions already made Constraints Open questions

Decisions and confirmed facts carry into the brief, so you are not re-explaining the campaign you scoped an hour ago in the same chat.

After the brief

Built to be used, not admired

The brief is a step in the loop, not the deliverable. Everything after it happens in the same window.

Intake
It asks instead of guessing

No target query or no format means one short question, not a brief built on an assumption you have to unpick later. Answer it and the run starts immediately.

Reuse
Revisions do not burn a fresh run

The research bundle is saved with the brief. Ask for a different angle and it reuses the evidence. Force a refresh when you want current data instead.

Handoff
Edit, save to Library, export

Markdown, Word, PDF or plain text. Briefs live in the Library with the project, so the next person on the topic starts from what was already researched.

Draft
One click to a first draft

The draft is written from the brief, in your brand voice, with internal link suggestions pulled from your own site index and the anti-slop writing rules applied. Those rules stay out of the visible brief so it remains readable.

Automation
A workflow can brief for you

When visibility monitoring finds a topic the assistants answer without mentioning you, it can generate the brief and the draft on its own and leave both waiting for your approval.

Live research is the paid line

On BYOK you get the full research pass: live results, answer-engine snapshots, and real crawls. On BYOK Free you still get a brief, built from your context library and brand voice, and it is labelled a preview brief so nobody mistakes it for researched work. That label is the honest version of an upgrade prompt.

Without Moose

The way this normally gets done

Nine open tabs, an incognito window so the results are not personalised, and a brief template last edited by someone who left.

The manual route
01 Open an incognito windowSo the results are not personalised. Screenshot the top ten, paste the titles into a doc, lose track of which position was which.
02 Scrape the People Also Ask boxExpand each one, which spawns more, and stop at some arbitrary point because there is no natural end to it.
03 Read three competitors properlyThe only genuinely useful step, and the first one dropped when the brief is due at eleven.
04 Ask ChatGPT what it thinksIn a separate tab, with no memory of the SERP you just looked at, so the two research passes never meet.
05 Guess the word countSomeone says 1,500. Nobody measures the pages that rank, because that means counting words in three articles by hand.
06 Fill in the templateHalf the fields get real answers, half get a plausible sentence, and the writer cannot tell which is which.
Where it goes wrong
The evidence is not kept

The tabs close. Six weeks later nobody can say why the brief recommended that angle, so the piece cannot be defended or improved.

Answer engines get skipped

Checking Google, ChatGPT, Gemini and the AI Overview by hand for one topic is twenty minutes. So it happens for the flagship piece and never again.

Round numbers are a tell

A word count with no source produces pieces that are too short to win or padded to hit a target. Both read exactly as badly as they sound.

Brand voice overruns intent

Left to a template, the product angle wins every time. The query wanted a comparison and got a pitch, and the page never ranks.

With Moose

One query, one format, about two minutes

Same research a good strategist would do, run in order, with the evidence kept so you can check any line in the brief.

01
Give it a query and a format

If you leave either one out it asks rather than guessing. That single question is the difference between a brief you use and a brief you rewrite.

02
It reads before it writes

Live results, answer-engine snapshots, then the body text of the pages that rank. The recommended length is the median of what it actually read.

03
Then it hands you the plan

Structure, keywords in tiers, FAQ angles from real questions, and a dated action plan. One click turns it into a first draft in your voice.

The brief is the start of the conversation

Revisions reuse the saved research bundle instead of burning a fresh run, so arguing with it is cheap.

2,400 words feels long. Where did that come from?
It is the median body length of the three pages I crawled: 1,980, 2,410 and 3,150 words. The shortest one ranks third and is the thinnest on trade-offs, which is where your information gain is. You can go shorter if you keep the comparison table.
Do we already have a page on this?
Nothing covering it. Two pages mention off-road in passing and neither ranks. I can link the new piece from both, and the brief already has the anchor suggestions from your site index.
Fine. Draft it.
Drafting from the brief in your voice, with the internal links and the announced-versus-buyable split kept separate. It will land in the Library as a draft. Nothing publishes until you approve it.

Questions people ask

How is this different from the brief an AI writing tool gives me?

Most of them generate a brief from the model's training data and a template. This one runs a live research pass first and then writes from that evidence, which is why the recommended length has a source and the FAQ questions are real. The receipts list at the bottom is there so you can tell the difference at a glance.

What if I do not have a SERP connection?

You get a preview brief, clearly labelled, written from your context library and brand voice with no live evidence. It is explicitly told not to imply research happened. Useful for structure, not something to hand a writer as researched work.

How long does a full run take?

Usually a couple of minutes, most of it spent crawling the competitor pages properly rather than reading snippets. Revisions are near-instant because they reuse the saved research bundle.

Does it crawl my own site as a competitor?

No. Your project domain is tagged as owned and excluded from the competitor crawl, so the competitor analysis is about other people. Your own pages show up separately, as internal link suggestions from your site index.

Can I change the format after the brief exists?

Yes, and it will restructure rather than relabel. A glossary brief and a landing page brief are genuinely different documents, so ask for the other format and the research is reused while the structure is rebuilt.

Where does the draft come from?

One click from the brief. It inherits your brand voice, the internal link suggestions from your own site index, and a set of writing rules that strip the usual AI tells. Those rules are kept out of the visible brief so the brief stays readable.

Can this run without me?

A workflow can trigger it. When monitoring finds a topic the assistants answer without you, it can generate the brief and the first draft and leave them waiting. Nothing publishes without your approval.

More things to ask Moose

All use cases
Runs from your machine

Brief the next piece
from evidence.

Download Hi, Moose, add your target query, and read the receipts at the bottom of the brief before you write a word.