Turn your expertise into topical authority.
Automated research that delivers prioritized topics, pillars, and briefs every week — so your team publishes with evidence and earns AI citations, not guesses.
How it works
Forecast → Pillar → Draft
The loop that makes every publication smarter than the last.
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1
Forecast
A Bayesian per-topic forecast ranks every topic by its probability of gaining an AI citation, so you bet on the topics most likely to pay off.
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2
Pillar
Winning topics cluster into authority pillars that build compounding coverage across your market.
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3
Draft
Each pillar turns into research-backed, fully cited drafts your team finishes in your voice.
Capabilities
Turn your expertise into brand visibility
Analyze the entire conversation
Make decisions from a comprehensive view of the conversation — not a whack-a-mole keyword list. Map your brand, audience, and competitors, and see it change week over week.
Find your advantage
See what competitors are covering and how fast. Target the topics they're missing and fill the gaps worth owning before they close.
From research to ready
The research is already done. Give your team briefs with cited sources from news, competitors, and social, plus brand positioning and messaging built in.
Start 70% done
Move from research to brief to draft in minutes, not days. Your research, your sources, your voice — ready to refine.
The platform
Research that thinks ahead
Automated workflows that deliver what to publish and why, before you ask.
Competitive intelligence
See exactly what your competitors cover
Emerging trends
Catch the topics gaining momentum in your market before they're crowded.
Audience intent
Connect real audience signals to the questions worth answering.
Topic mapping
A living map of the whole conversation
Content briefs
Cited
The learning loop
Every publication makes the next prediction smarter.
Built for content teams
- 500+
- Topics per project
- 1M+
- Signals processed
- 40+
- Teams empowered
- 25%
- Increase in page-one rankings
Common questions
Frequently asked
What is the AI-citation forecast?
A per-topic Bayesian model estimates the probability that publishing on a topic increases your share of AI citations. We surface the topics with the highest probability of gain so your team prioritizes with evidence, not intuition.
Does this replace our SEO tools?
It complements them. We focus on the conversation and the topics that build authority across both traditional search and AI answer engines — the post-keyword layer your keyword tools don't cover.
How do pillars work?
Related winning topics are clustered into pillars — authority hubs where coordinated coverage compounds. Each pillar becomes a content plan with briefs and drafts.
Build the authority. Lead the conversation.
Join the 40+ content teams building topical authority with Forecast.ing.