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Paid media, run like an operator.

Plan the spend, audit what you run, track pipeline instead of form fills, do the unit-economics math, then scale and report what converts across Google, Meta and LinkedIn.

24 skills, curated by hand.

Run this playbook on your company.

Swan works through all 7 steps for your company, starting with step 1.

01 · Plan

Decide where the money goes before you spend it.

Pick the channels that fit your motion, see which ones are already earning their budget, choose offers that convert cold B2B traffic, and map exactly who you are targeting.

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Ivan Falco

frontal.soAds Engineer @ Frontal

Channel selection guide

Use this skill when choosing paid channels — where Meta, LinkedIn, and search each win for B2B, and how to sequence them by budget and motion.

Ads1

Justin Rowe

impactable.comFounder & CMO @ Impactable

Marketing ecosystem diagnostic

Use this skill when the user asks for an ecosystem diagnostic, maturity score, channel mix, budget allocation, 'where should we spend', 'which channel is working', or 'what are the gaps'. Grades a company's entire B2B marketing motion against a 22-motion maturity model on one screen, with an Ecosystem Maturity Score, a spend-by-funnel investment map, audience-ladder health, and exactly three next moves.

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Ivan Falco

frontal.soAds Engineer @ Frontal

Offers strategy guide

Use this skill when designing offers for paid campaigns — the offer types that convert cold B2B traffic and matching offer strength to funnel stage.

Ads1

Justin Rowe

impactable.comFounder & CMO @ Impactable

Audience targeting worksheet

Use this skill when the user wants a targeting worksheet, audience architecture, LinkedIn targeting plan, keyword map, or 'who should we target'. Builds a multi-channel Audience Targeting Worksheet: ICP and addressable market, the audience efficiency ladder, official LinkedIn targeting attributes, named priority segments, paid-search core groups, and third-party enrichment signals. Best run after company recon and competitive white space.

02 · Audit

Find what is wasting money.

Senior-level audits of the Google, Meta and LinkedIn accounts you already run, including how your ABM spend is really performing.

Ads0

Aditya Sriram

gomarble.aiCo-Founder @ GoMarble AI

Google Ads audit

Use this skill when someone wants a Google Ads account audited or optimized at senior-media-buyer depth: Search campaigns, search terms and keywords, Shopping and product feeds, Performance Max, or keyword research. Classifies search terms into five intent tiers, separates rank pressure from budget pressure, grades Shopping SKUs (kill, downgrade, promote), gates PMax changes on maturity and asset labels, and compares PMax against Search on ROAS. Read-and-recommend only: it never changes the account, the user applies every recommendation in the Google Ads UI. Trigger phrases: Google Ads audit, wasted spend, search term report, PMax review, Shopping feed, keyword research, why is my CPC rising.

Ads1

Aditya Sriram

gomarble.aiCo-Founder @ GoMarble AI

Meta Ads audit

Use this skill when someone wants a Meta Ads (Facebook and Instagram) account audited or optimized at senior-media-buyer depth: account health, which conversion metric to run on, campaign structure, ad set bid and audience splits, top-performer analysis, or video creative diagnosis. Runs a health check on event match quality and audience segments, sets the primary conversion metric by account type, detects the active campaign structure, applies Pareto analysis to ads, and reads hook rate and hold rate to diagnose creative. Read-and-recommend only: it never changes the account, the user applies every recommendation in Ads Manager. Trigger phrases: Meta Ads audit, creative fatigue, which ads to pause, ad set analysis, hook rate, pixel issues, why did ROAS drop.

Ads1

Justin Rowe

impactable.comFounder & CMO @ Impactable

LinkedIn ads 35-point audit

Use this skill when someone wants a LinkedIn Ads audit, efficiency scan, account health check, or 'what should we change', or uploads Campaign Manager exports, screenshots, CRM data, or ad creative. Runs a 35-point system inspection across six layers and adapts to the data provided: CSV exports get ~19 points, Campaign Manager screenshots ~27, CRM data ~31, creative review all 35.

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Emilia Korczynska

zenabm.comVP of Marketing @ Userpilot

LinkedIn ads & ABM audit

Use this skill when someone wants to review, grade, audit, or improve their OWN LinkedIn ad results, ABM program, or ad spend — or says things like: audit my LinkedIn ads, are my ads any good, how is my ad spend doing, am I running the right number of ads, which ad format is working best, why is my CPC/CPM so high, review my ABM campaigns, which formats influence my deals, are my ads decaying, which companies should I go after, benchmark my LinkedIn ads. Audits the last 30 days of live spend — real CPC, CPM, CTR, ad count, format mix, deal influence, campaign trends and account engagement — grades them against ZenABM's per-format benchmarks, and produces a downloadable audit document with a prioritized fix list. Do NOT use for planning a NEW campaign or budget sizing.

03 · Track what matters

Measure pipeline, not form fills.

Wire conversion tracking properly and feed qualified-pipeline signals back, so the platforms optimize for buyers instead of leads.

Ads1

Justin Rowe

impactable.comFounder & CMO @ Impactable

LinkedIn conversion tracking

Use this skill for any question about measuring or attributing results from LinkedIn Ads: Insight Tag setup, website conversions, Conversions API (CAPI), offline conversion uploads, Revenue Attribution Report (RAR), CRM integrations in Business Manager, match rates, deduplication, attribution models, conversion windows, or troubleshooting missing conversions. Always use when the conversation involves proving LinkedIn ROI or reconciling conversion discrepancies.

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Ivan Falco

frontal.soAds Engineer @ Frontal

Meta Conversions API & events

Use this skill when wiring the Conversions API and funnel events — feeding MQL/SQL signal back so Meta optimizes for qualified pipeline, not form-fills.

04 · Do the math

Put the budget where it converts.

Forecast spend and targets, split budget by stage, and reallocate across campaigns.

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John Williams

ahmeego.comFounder, AHMEEGO

PPC forecasting and unit-economics math

Use this skill when someone asks for a budget projection, a ROAS or CPA target, an impression-share opportunity estimate, or any paid-search math from numbers they already have — no live account access needed. Produces a shown-work table with a sensitivity check, not just a final number. Triggers: budget projection, ROAS calculation, CPA target, conversion forecast, impression share opportunity, break-even ROAS, "what would happen if."

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Ivan Falco

frontal.soAds Engineer @ Frontal

Budget allocation by stage

Use this skill when allocating paid budget by stage — testing vs scaling vs retargeting, and how the split shifts as spend grows.

Ads0

John Williams

ahmeego.comFounder, AHMEEGO

Portfolio-style budget reallocation across campaigns

Use this skill when deciding where to shift ad budget across an existing account — some campaigns capped by budget, others past their efficient point, or a seasonal peak coming up. Produces a reallocation plan sized to a total spend envelope instead of an even split. Triggers: budget optimization, budget pacing, impression share lost to budget, shared budgets, seasonal budget planning, where to cut spend.

05 · Run the channels

Scale what works.

Run Google, Meta and LinkedIn for B2B, scale toward qualified pipeline, and keep AI agents safe when they touch a live account.

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Ivan Falco

frontal.soAds Engineer @ Frontal

Google Ads for B2B

Use this skill when managing Google Ads for B2B — intent-first campaign strategy, account structure, keyword and match-type management, bidding, weekly search term auditing, negatives, Performance Max guardrails, RSAs, and performance analysis. Triggers: Google Ads, Google campaign, Google search ads, Google PMax, Performance Max, Google Display, Google Shopping, Google ad performance, Google keyword, search terms, Google RSA, Google bidding.

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Ivan Falco

frontal.soAds Engineer @ Frontal

Meta ads management for B2B

Use this skill when managing Meta (Facebook/Instagram) ads for B2B campaigns — audience strategy, campaign structure, creative testing, and lead form optimization specifically for B2B SaaS on Meta's platform. Triggers: Meta Ads, Facebook Ads, Instagram Ads, Meta campaign, Facebook lead gen, Meta lead forms, Facebook retargeting, Meta remarketing, Facebook lookalike, Meta audience, Advantage Plus, Meta B2B.

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Ivan Falco

frontal.soAds Engineer @ Frontal

LinkedIn Ads for B2B

Use this skill when managing LinkedIn Ads for B2B SaaS — full-funnel campaign planning, media plans and budget allocation, audience sizing and targeting, campaign structures, bidding, performance analysis against benchmarks, account audits, creative and copy (Thought Leader Ads, conversation ads, document ads), and scaling decisions. Triggers: LinkedIn Ads, LinkedIn campaign, LinkedIn advertising, B2B ads, paid social, LinkedIn paid, ad account, campaign manager, LinkedIn lead gen, LinkedIn retargeting, ad audit, ad performance, ad optimization, campaign plan, media plan, LinkedIn budget.

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Ivan Falco

frontal.soAds Engineer @ Frontal

Scale qualified pipeline on Meta

Use this skill when the goal is SQLs and qualified pipeline from Meta, not lead volume — the 6-step spine: map market, build audiences, feed CAPI, creative loop, segments, SQL reporting.

Ads0

John Williams

ahmeego.comFounder, AHMEEGO

Write safety for AI agents on Google Ads accounts

Use this skill when an AI agent or automation is about to make a write change to a live Google Ads account — pausing something, moving a bid, adding negatives, editing a budget, launching a campaign. Produces a change that's previewed, confirmed, and provably executed, instead of a plausible-sounding claim. Triggers: agent making Google Ads changes, autonomous bidding, automated negative keywords, AI campaign management, bulk account edits, "did that actually run."

06 · Creative

Say something worth clicking.

Copy that is specific instead of generic, ad designs built from your ABM plan, and proof of which messages actually drive revenue.

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Ivan Falco

frontal.soAds Engineer @ Frontal

Ad copywriting

Use this skill when writing ad copy — headline formulas, visual direction, and voice-of-customer sourcing that makes ads specific instead of generic.

ABM26

Emilia Korczynska

zenabm.comVP of Marketing @ Userpilot

LinkedIn ABM ad design

Use this skill when the user wants to execute, operationalize, or "build the ads for" a LinkedIn ABM strategy; asks for ad briefs, a campaign outline, ad mockups, LinkedIn ad creatives, TLA (Thought Leader Ad) copy, or campaign briefs; or says things like "turn my strategy into campaigns", "create the ads from the plan", "make the briefs", or "set up my campaign database". Turns a finished LinkedIn ABM strategy into launch-ready campaign assets - a concise ABM Campaign Outline, per-ad copy & design briefs, on-brand image-ad mockups, and an optional campaign-management database.

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Ivan Falco

frontal.soAds Engineer @ Frontal

Message validation & ad scaling

Use this skill when validating which ad messages actually drive revenue — connecting ads to downstream lead quality and scaling only validated messages.

07 · Optimize and report

Know what is working, and show it.

See which audience segments engage, whether you are reaching the accounts you pay for, and report the month in plain terms.

Ads1

Justin Rowe

impactable.comFounder & CMO @ Impactable

Audience segment diagnostic

Use this skill when the user has demographic 'rate' data (industries, countries, account sizes, job titles, functions, seniorities) for LinkedIn ads and wants to know who is engaging, which segments convert efficiently, and what to change. Fire for 'audience diagnostic', 'who is clicking', 'which personas convert', or any demographic breakdown request. Produces an interactive HTML dashboard plus a .docx leave-behind.

Ads1

Justin Rowe

impactable.comFounder & CMO @ Impactable

LinkedIn frequency & penetration

Use this skill when someone asks about frequency, penetration, saturation, 'are we over-serving', 'how many times are they seeing this', 'is the audience too small', or uploads reach/frequency data for a LinkedIn account. Diagnoses how completely and how often LinkedIn ads reach each audience or account list against 90-day bands, separates a saturated pool from a narrow-source pool, and turns each verdict into a specific fix.

Ads1

Justin Rowe

impactable.comFounder & CMO @ Impactable

LinkedIn ads monthly report

Use this skill when someone wants to build a monthly LinkedIn Ads performance report for a client from a Campaign Manager performance/demographics CSV plus notes on what was done, insights, and recommendations. Produces a branded, self-contained HTML file with 12 fixed sections from Executive Summary through What We Need From You. Not a quarterly QBR deck.

Run this playbook on your company.

Swan works through all 7 steps for your company, starting with step 1.