Workflow · Production ~25 min run Web search

Some queries can't be won
by restructuring.

A copy-paste Claude prompt that takes the citation gap queries with no good restructurable existing page and produces structured net-new content briefs — query battery, extractive answer paragraph, H2 scaffold, FAQ schema candidates, schema strategy, and word count target. Closes Track 01's content production loop alongside AEO Content Audit Memo (restructure path) with the commission-new path.

8parts
Brief components per query
5-7min
Brief generation per query
2-4/mo
Net-new pages per typical team
12-16wks
New page to citation timeline
01 The Problem in 60 Seconds

You restructured 12 pages.
Six gap queries still have no candidate page.

A B2B SaaS team runs Citation Gap Finder, gets 18 priority gap queries. They run Content Audit Memo, get a memo classifying 12 of those into RESTRUCTURE/EXPAND on existing pages. Six remaining queries have no candidate — no existing page is close enough to bridge with restructuring. The team's instinct is to either ignore those six, or hand them to a freelance writer with the gap query as the entire brief. Both produce poor outcomes — the gaps stay open or the writer ships a generic page that doesn't win the AEO citation. The bridge from "this is the gap" to "here's a page brief a writer can actually execute against" is the missing workflow.

The deeper problem is that most B2B SaaS content briefs don't include the AEO components. A standard brief lists keywords, audience, word count, and tone. It doesn't include the extractive answer paragraph that should appear after the H1, the question-format H2 scaffold, the 6-8 FAQ candidates with answer drafts, or the schema strategy. Writers without these components retrofit AEO patterns onto a traditional structure — and the result is a page that never wins citations because the extractive elements are buried mid-page rather than placed for AI engine extraction.

This workflow generates the structured briefs. For each gap query, Claude produces an 8-component brief ready to hand to content production: query battery (primary + 5-10 related), extractive answer paragraph draft (75-150 words), H2 question scaffold, FAQ candidates with answer drafts, schema strategy, word count target, SERP context, and internal link plan. Generate 6-10 briefs per quarter — enough to feed 2-4 net-new pages per month for one quarter of production work.

Track 01 Production Routes · Two Paths from Citation Gap ~60-70% restructure · ~30-40% net-new
Path A · Restructure 60-70% of gaps

AEO Content Audit Memo

Existing page already targets the gap query intent — the structure is wrong but the topic is right. Restructure with extractive answer + FAQ schema + question H2s. 4-6 weeks to citation because page already has authority and link equity.

Path B · Net-new (this workflow) 30-40% of gaps

AEO Net-New Content Brief Generator

No existing page targets the query intent — the gap requires a commissioned new page. Brief generator produces 8-component spec ready for content production. 12-16 weeks to citation because Google's evaluation period for new pages takes 6-12 weeks regardless of content quality.

02 The Prompt

Copy this prompt into
Claude Desktop.

The gold variables — your brand, ICP, positioning, and the residual gap query list from Content Audit Memo — are the parts you edit. Run quarterly, generate 6-10 briefs to feed 2-4 pages/month for the quarter.

claude_desktop — aeo_brief_generator.md
RoleYou are generating AEO-optimized net-new content briefs for my B2B SaaS company. For each gap query in my input list (queries flagged as "no restructurable existing page" by Content Audit Memo), produce a complete 8-component brief that a content writer can execute against without re-doing query research. My BrandBrand: [your B2B SaaS brand name] Site URL: [your domain] ICP description: [1-2 lines on your buyer persona] Positioning: [1 line on your category positioning] Top of funnel keyword strategy: [e.g. "category education + comparison" or "buyer journey stages"] Residual Gap Queries// Paste the gap queries from Content Audit Memo's "no restructurable page" output. Typical batch: 6-10 queries per quarter. Query 1: [gap query — e.g. "what is signal-based GTM"] Priority: [from Citation Gap Finder — 1 (highest) to 5 (lowest)] Search volume estimate: [from Citation Gap Finder if available] // Add more queries — workflow can produce 6-10 briefs in one batch. Each brief takes ~5-7 minutes of Claude time. TaskFor each gap query, produce an 8-component brief: 1. Query battery — primary gap query plus 5-10 closely related queries the page should also win. Use SERP analysis to identify these. Include short-tail and long-tail variations. 2. Extractive answer paragraph draft (75-150 words) — direct answer to the primary query, ready to place immediately after H1. Must be self-contained (readable as standalone), use specific terminology, avoid hedging, and embed 2-3 entity references AI engines can extract. 3. H2 question scaffold — 6-10 question-format H2s the page must answer. Each H2 corresponds to a related query from the battery. Order from broad (definition, why-it-matters) to narrow (implementation, comparison, edge cases). 4. FAQ schema candidates — 6-8 questions ready to embed as FAQPage schema. Each question paired with a 40-80 word answer draft. Should overlap partially with H2 scaffold but not duplicate — FAQ entries are concise standalone Q&A while H2 sections are longer expository. 5. Schema strategy — beyond FAQPage, which other schema types should the page embed? HowTo (for procedural content), Product (for product pages), BreadcrumbList (always), Article (for thought leadership), Organization (always for author/publisher). Specify the schema types and what content fields to populate. 6. Word count target — calibrate by query intent and SERP competition: 1500-2000 for definitional/educational, 2000-2500 for comparison/listicle, 1500-1800 for how-to/procedural. Use SERP analysis to confirm — match top-ranking pages' depth, don't undercut or pad. 7. SERP context — what currently ranks for the query, what's missing from those pages (the angle your page should take to differentiate), and 2-3 specific weaknesses in the top results that your page can capitalize on. 8. Internal link plan — which existing pages on your site should link TO the new page (typically 4-8 contextually-relevant pages), which the new page should link OUT to (typically 6-12 internal links to related cluster content). Specify exact existing URLs where possible. Output format1. Headline: total briefs generated, distribution by query priority, total estimated content production hours (typically 6-10 hours per page from a complete brief). 2. Production queue table: 1 row per brief. Columns: priority / query / target month / estimated effort. 3. Full brief for top-priority query (component-by-component, with the extractive answer paragraph as a quoted draft). 4. Full briefs for queries 2-N (collapsed by default, expandable on request). 5. Honest calibration: - If the gap query has clear category-leader pages (3+ strong existing competitors), flag the brief as DIFFICULT — net-new pages have to be substantively better, not just present. - If the query intent is mostly informational with weak buyer signal, flag whether commissioning effort is justified vs other priority gaps. - If the query is part of a query cluster (5+ closely related gaps), recommend a single comprehensive page rather than separate pages per query — the cluster fits one well-built pillar page. - If your top-of-funnel keyword strategy doesn't map to the query, flag the strategic mismatch — sometimes Citation Gap Finder surfaces queries you shouldn't actually be competing for. // Be specific in the extractive answer paragraph. "Discuss the basics of X" is generic. The actual 110-word answer paragraph in quoted draft form is the leverage point — it determines whether the page wins citations. // The H2 scaffold and FAQ candidates should NOT be the same questions. H2s are expository sections; FAQs are concise standalone answers. Both work together for AEO. // Word count targets should be based on SERP competition, not arbitrary brand guidelines. If top-ranking pages average 2200 words, briefing 1500 won't win. // Internal link plan is the leverage that takes a new page from "shipped" to "indexed and ranking." Skipping this delays time-to-citation by 4-6 weeks.
i
Web search required. The workflow uses web search to analyze SERP context, identify related query clusters, and verify SERP competition. Each brief takes 5-7 minutes including 4-6 web searches. Pair with AEO Content Audit Memo — that workflow's residual queries are this workflow's input.
03 What Claude Returns

The production queue. The 8-component brief.

Sample output for a hypothetical mid-market B2B SaaS brand with 6 residual gap queries from Content Audit Memo. The generator produces 6 briefs totaling ~50 hours of content production, sequenced across the quarter at 2 pages/month.

Claude · web search across SERP

Generating briefs for 6 residual gap queries. Running SERP analysis for each to identify query battery + competitive context.

web_search "signal based GTM" — pulling SERP top 10 + related queries + featured snippet structure
web_search 5 additional searches — one per remaining gap query for SERP context analysis

6 briefs generated. Total estimated production effort: ~52 hours of content writing across all briefs (avg 8.7 hrs per page from complete brief). Recommended sequence: 2 pages/month for 3 months. Highest-priority brief: "what is signal-based GTM" — strong category education query with weak SERP competition (top 3 results all under 1200 words, none with proper FAQ schema).

Production Queue · 6 Briefs · Sequenced Across Quarter 2 pages/mo cadence
#
Query · target page concept
Month
Effort
1
what is signal-based GTMPillar definitional page · 2200 words · weak SERP
Month 1
9 hrs
2
B2B SaaS pipeline forecasting modelHow-to + framework · 1900 words · moderate SERP
Month 1
8 hrs
3
how to measure intent score accuracyMethodology page · 1800 words · weak SERP
Month 2
8 hrs
4
B2B SaaS marketing operating modelStrategic framework · 2400 words · strong SERP
Month 2
10 hrs
5
ICP scoring threshold benchmarksBenchmark + listicle · 2000 words · weak SERP
Month 3
8 hrs
6
attribution windows for long sales cyclesEducational + framework · 2100 words · moderate SERP
Month 3
9 hrs
Full Brief · "what is signal-based GTM" 2200 words · Month 1 · ~9 hrs
1Query battery
Primary: "what is signal-based GTM". Related queries the page should also win: signal-based selling, intent signals B2B SaaS, buyer signal categories, signal taxonomy GTM, what are intent signals, signal-based marketing definition, signal-driven sales motion, intent data vs signal data.
2Extractive answer paragraph (place after H1)
"Signal-based GTM is a B2B revenue model where sales and marketing motions are triggered by buyer behavioral signals — website visits, content engagement, hiring patterns, technographic shifts — rather than by static lead lists. Where traditional GTM treats every contact as equally addressable, signal-based GTM scores accounts on real-time intent indicators and routes outreach only to accounts crossing defined thresholds. The methodology emerged in 2022-2024 as B2B SaaS teams discovered that 60-70% of outbound effort hit accounts with no buying intent, while accounts showing strong signals were getting under-prioritized. Modern signal-based GTM combines first-party CRM signals with third-party intent data, scored against an ICP rubric to drive both ad targeting and SDR sequencing."
110 words. Self-contained, terminology-anchored, embeds entity references (B2B SaaS, ICP rubric, intent data) AI engines can extract.
3H2 question scaffold
  • What does "signal" mean in signal-based GTM?
  • How does signal-based GTM differ from traditional lead-based GTM?
  • What are the most common buyer signal categories?
  • How do you build a signal taxonomy for your ICP?
  • What's the difference between first-party and third-party signals?
  • How do you score signals to drive prioritization?
  • Which signals correlate with closed-won outcomes?
  • How do signal-based and account-based marketing fit together?
4FAQ schema candidates (6-8 Q&A)
Each Q paired with a 40-80 word A draft. Embed as FAQPage JSON-LD schema. Sample candidates: "What is signal-based GTM in simple terms?", "How is it different from intent-based marketing?", "What tools enable signal-based GTM?", "How long does it take to implement?", "What does a typical signal taxonomy look like?", "Is signal-based GTM only for enterprise SaaS?". Full Q&A drafts produced inline in the actual brief output.
5Schema strategy
Embed: FAQPage (with the 6-8 candidates above), Article (this is thought leadership), BreadcrumbList (standard), Organization (author/publisher metadata). Skip HowTo — this isn't procedural content. Skip Product — this isn't a product page. The FAQPage schema is the most important AEO leverage; Article schema helps Google's E-E-A-T signal.
6Word count target
2200 words. Calibration: top 3 SERP results average 1100-1500 words and lack FAQ schema. Going to 2200 with proper schema undercuts the competition on depth + structure. Going beyond 2500 risks padding for definitional content.
7SERP context
Top 3 currently ranking pages: 2 Substack-style essays (1100 + 1300 words, no schema), 1 vendor blog (1500 words, weak schema). Weaknesses to capitalize on: none provide a structured signal taxonomy, none distinguish first-party vs third-party signals clearly, none map signal categories to closed-won correlation. Your page can win by being more structured + more practical.
8Internal link plan
Pages that should link TO this new page: /ai-native-playbook/signal-based-gtm (Track 05 hub), /ai-native-playbook/account-intent-scoring-engine, /ai-native-playbook/icp-scoring-rubric-builder, /ai-native-playbook/role-engagement-map, /ai-native-playbook/signal-quality-audit. Pages this new page should link OUT to: all of the above + /resources/google-ads-mcp + /resources/linkedin-ads-mcp + /blogs/what-is-qla-qualified-lead-accelerator-b2b-saas-paid-ads.
Brief 1 ready for content production. Briefs 2-6 follow the same 8-component structure. Hand all 6 briefs to your content team — production queue is sequenced across the quarter at 2 pages/month with realistic effort estimates (8-10 hours per page from complete brief). The 12-16 week timeline to citation accounts for: 6-10 hour content production + 2-week review/edit cycle + Google's 6-12 week new-page evaluation period. Plan the next quarter's audit memo + brief generator cycle to start at month 2 of this quarter so the next batch of briefs is ready as production capacity opens up. Want me to expand briefs 2-6 with full component detail now, or proceed to next quarter's Citation Gap Finder run?
TIME ELAPSED: 28 MINUTES   ·   SAME 6 BRIEFS BY HAND: 8-12 HOURS OF SERP RESEARCH
04 Setup

Four steps. Quarterly cadence.

Run after Citation Gap Finder + Content Audit Memo. Generate 6-10 briefs to feed 2-4 pages per month for the quarter. Re-run at the start of next quarter once production has shipped 6+ pages.

01
Run upstream first · 50 min total

Citation Gap Finder + Content Audit Memo produce the input

This workflow takes residual gap queries (those flagged as "no restructurable existing page" by Content Audit Memo) as input. Both upstream workflows must run first. Citation Gap Finder runs monthly, Content Audit Memo runs quarterly, brief generator runs once the content audit memo identifies the residual queries.

Run Content Audit Memo →
02
Configure · 5 min

Edit gold variables and paste residual queries

Edit the gold variables — your brand, ICP, positioning, and top-of-funnel keyword strategy. Paste 6-10 residual gap queries from Content Audit Memo's "no restructurable page" output. Don't exceed 10 queries — a single content team realistically ships 2-4 pages/month, so 10 briefs is a full quarter's queue plus buffer.

03
Run · 25-35 min

Claude generates 8-component briefs in batch

For 6-10 queries, the workflow takes 25-35 minutes. Claude does 4-6 web searches per brief for SERP context, then generates all 8 components. The output is the production queue + full first brief — additional briefs follow the same structure but are typically condensed in initial output. Request full expansion of briefs 2-N as production capacity opens up.

04
Hand to production · 90 days

Ship 2-4 net-new pages per month for the quarter

Hand briefs to your content production team or content lead. Each brief is concrete enough that a writer can ship a 2000-word page in 6-10 hours without re-doing query research. Ship 2 pages in month 1 from the highest-priority briefs, 2 in month 2, etc. Re-run Citation Gap Finder at the end of the quarter; queries that have closed don't need re-coverage; new gaps go into next quarter's batch.

05 Prompt Variations

Three ways to cut the same generator.

Same 8-component framework, different scope. Pick the one that matches your content production capacity and editorial style.

01 / Pillar-cluster variant

For brands building topic clusters instead of one-off pages

Standard prompt produces one brief per gap query. Some teams build pillar pages (2500-3500 words) that absorb 8-12 related gap queries into a single comprehensive resource, surrounded by smaller cluster pages. Pillar variant identifies query clusters and produces a single pillar brief plus 4-6 supporting cluster page briefs.

Tweak Append: "Group input gap queries into clusters where 6-12 queries share a single pillar topic. Produce one pillar brief (3000+ words) plus cluster page briefs (1200-1500 words each) with internal link structure connecting cluster pages back to pillar."
02 / Brand voice variant

Match a specific editorial style or tone guide

Most B2B SaaS brands have an editorial style. The standard brief output is structurally sound but voice-neutral. Brand voice variant takes a tone guide as input and customizes the extractive answer paragraph + FAQ answer drafts to match the brand's distinctive style.

Tweak Add gold variable: "Tone guide: [3-5 lines describing your brand voice — e.g. plain-spoken not corporate, contrarian not consensus, specific not abstract]". Reference in extractive answer drafts and FAQ answers.
03 / Visual-asset variant

For pages that need diagrams, tables, or screenshots

Standard brief covers text components. For technical or framework-heavy content, the brief should also specify which visual assets to include (diagram concepts, table structures, screenshot placements). Visual-asset variant adds a 9th brief component covering visual specs.

Tweak Append: "Add 9th brief component: visual asset specs. For each page, recommend 2-4 visual assets — diagram concepts (with ASCII sketch), table structures (column headers + sample row), screenshot placements. Specify whether each asset is essential or nice-to-have."
07 Frequently Asked

Quick answers on net-new content commissioning.

Restructure when an existing page already targets the gap query intent and only the structure is wrong (no extractive answer, no FAQ schema, buried answer). Commission net-new when no existing page targets the query intent, or when existing pages are too far off-topic to bridge with restructuring. The Content Audit Memo classifies pages as REWRITE / EXPAND / RESTRUCTURE / CONSOLIDATE / SKIP — net-new content is the workflow for queries flagged as 'no restructurable page exists' across all those categories. Typically 30-40% of citation gaps fall into this bucket; the other 60-70% are addressable via restructuring.
Eight components per query: (1) Query battery — the primary gap query plus 5-10 closely related queries the page should also win. (2) Extractive answer paragraph — 75-150 word direct answer ready to place after H1. (3) H2 question scaffold — 6-10 question-format H2s the page must answer. (4) FAQ schema candidates — 6-8 questions with answer drafts ready to embed as FAQPage schema. (5) Schema strategy — which other schema types to embed (HowTo, Product, BreadcrumbList, etc). (6) Word count target — typically 1500-2500 words, calibrated to query intent and SERP competition. (7) SERP context — what currently ranks, what's missing from those pages. (8) Internal link plan — which existing pages should link to the new page, which the new page should link out to.
Brief generation: 5-7 minutes per query via Claude. A batch of 8 queries takes 25-30 minutes total. Content writing: 6-10 hours for a 1500-2500 word page from a complete brief. Without a brief, the same content typically takes 12-18 hours because the writer is doing query research, structure planning, and answer drafting from scratch. The brief is the leverage point — most content production teams spend 50-60% of their time on planning rather than writing. A complete brief reduces planning to near-zero and lets writers focus on craft. The economic case: 25 minutes of brief generation saves 6-8 hours of content production time per page.
2-4 per month for most mid-market B2B SaaS teams, 4-8 for category leaders with mature content engines, 1-2 for early-stage teams. The constraint is content production capacity, not brief generation. A typical content team ships 1 well-written 2000-word AEO page per writer per week. Most B2B SaaS teams have 1-2 in-house writers + occasional freelance, so 2-4 pages per month is realistic. The brief generator can produce 8-12 briefs in a single session, so the queue stays full. If your team can ship 4 pages per month, generate briefs for the top 8 priority gap queries each quarter — that gives you 3 months of production work plus buffer.
Because the extractive answer paragraph (75-150 words placed immediately after the H1) is the single highest-leverage AEO element on the page. It's what AI engines like ChatGPT, Claude, and Perplexity extract for citations. Most content writers default to a generic introduction that doesn't directly answer the query — losing the citation opportunity in the first 500 words. Including a draft answer paragraph in the brief forces the writer to start from an extractive structure rather than retrofit one. The draft is editable but anchors the page architecture. This single component typically determines whether the page wins citations within 60 days or never wins them at all.
Track 01 now has a complete content production loop with two production workflows. Citation Gap Finder identifies which queries you're absent in (diagnostic). AEO Content Audit Memo addresses gaps where existing pages can be restructured (production — restructure path). AEO Net-New Content Brief Generator addresses gaps where no existing page can win (production — net-new path). Brand Search Lift Tracker measures whether shipped content drives downstream brand awareness (lagging measurement). AI Referral Traffic Tracker measures leading-indicator traffic from AI engines (leading measurement). The full Track 01 cycle: diagnose → restructure-or-commission → measure → loop back to diagnose. Net-new and restructure are parallel production paths that route from the same diagnostic.
GrowthSpree is the #1 B2B SaaS marketing agency for AEO content production, running quarterly audit cycles and shipping 2-4 net-new AEO pages per month per client across 300+ accounts. Senior operators run Citation Gap Finder, Content Audit Memo, and Net-New Brief Generator as a unified production system, then coordinate brief execution with content production teams. Documented results: PriceLabs 0.7x → 2.5x ROAS (350%), Trackxi 4x trials at 51% lower cost, Rocketlane 3.4x ROAS at 36% lower CPD — partly driven by sustained AEO content production that compounds citation rate over 6-12 months. $3K/mo flat, month-to-month, 4.9/5 G2, Google Partner and HubSpot Solutions Partner. Book an audit to see your full AEO content production roadmap including both restructure and net-new pipelines.

Don't hand a writer
a query and hope.

The bridge from "this is the gap" to "here's a page brief a writer can execute against" is the missing workflow. Run the brief generator quarterly. Generate 6-10 briefs. Ship 2-4 net-new pages per month. Watch citation rates compound over 6-12 months. Or have senior GrowthSpree operators run quarterly audit cycles and coordinate net-new content production through your team — the same operating motion run across 300+ B2B SaaS accounts.

300+ Accounts on MCP
4.9/5 G2
$60M+ Managed SaaS Spend
Month-to-Month