skills/ads/references/linkedin-b2b-playbook.md
Operational rules for LinkedIn Ads: bidding, audience sizing, scaling triggers, benchmarks, and format-specific tactics. LinkedIn is the precision channel — highest-quality B2B targeting at the highest cost, so the operating discipline is about not wasting that precision.
Scheduling note: LinkedIn's ad day resets at UTC midnight. Professional activity peaks weekday mornings–early afternoon in the audience's timezone; dayparting there stretches limited budgets.
Title targeting is precise but small and expensive. Job function + seniority targeting typically triples the addressable audience with materially cheaper reach at similar engagement — at the cost of a weekly "negative title" exclusion pass for the first ~2 months (like negative keywords: exclude irrelevant titles as they show up in demographics).
Platform gotchas:
Split priority: intent > persona > region/company size > seniority.
Audience penetration (reached ÷ audience size) is the scaling trigger, not spend:
Practitioner-reported B2B SaaS ranges — recalibrate on your own account. Careful: for engagement-objective and thought-leader campaigns, LinkedIn's reported "CTR" includes social actions; judge traffic on click-through to landing page (CTRTLP) specifically.
| Metric | Cold / TOF | MOF | BOF/retargeting |
|---|---|---|---|
| CTRTLP | 0.30–0.55% | 0.55–0.80% | 0.80–1.30% |
| CPM | $33–65 typical | — | — |
| CPC | $8–22+ | — | lower |
| Cost per lead (Lead Gen Form) | — | $50–200 | — |
| Cost per website form fill | — | — | $200–500 |
Other useful bars: lead-gen form fill rate >8% (below = form too long, offer weak, or audience too cold); cost per SQL should stay under ~$500 (enterprise ACVs tolerate $300–500+ CPLs; SMB needs $50–150); video view rate >40%, completion 8–15% for horizontal; expect return data to lag 3–6 months.
Ads promoted from a person's profile rather than the company page — currently the platform's biggest efficiency arbitrage:
Add groups in ROI order, funding each before the next: 1. Product value (direct response on your core offer) → 2. Remarketing → 3. Content (only content that can't be consumed in-feed — it must earn the click) → 4. Social proof (case studies, testimonials) → 5. Thought leadership (slowest payback, add last). Group-budget optimization tends to favor cheap audiences and video — don't mix enterprise with SMB or static with video in one group.
LinkedIn retargeting audiences only start collecting from the moment you create them. Create every retargeting audience you might ever want (site visitors, video viewers, ad engagers, lead-form openers, company page visitors) before launch — data you didn't capture is gone permanently.
Cross-channel: tag paid-search traffic with UTMs and build LinkedIn (and Meta) retargeting audiences from it — see the ABM playbook for the mechanic.
The highest-frequency findings when auditing LinkedIn accounts, in order: Audience Expansion left on · Audience Network left on · audiences too small to deliver · fewer than 4 active ads per campaign · campaigns under ~10 results/week (starved — consolidate) · stale creative (3+ months old) · no retargeting audiences created · lead quality never reconciled against CRM · brand/geo budget mixing · everything on automated bidding forever.
Framework lineage: adapted (re-expressed and restructured) from practitioner playbooks, notably Ivan Falco's ads-skills. Benchmarks are practitioner-reported starting points — recalibrate against your own account.