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Knowledge Pack Files

Performance Marketing Knowledge Pack Files

Browse the source files that power the Performance Marketing MCP server knowledge pack.

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Marketing Skill Pack — Calibration Results

Calibrated against Notion (PLG SaaS) and Deel (B2B enterprise) on April 3, 2026. Frameworks scored 0-3 per test. Pass threshold: 70% scoring 2+.

Notion Re-Score (post-fix)

All 8 bugs from first pass have been patched. Re-scoring with fixed frameworks.

#FrameworkScoreAnalysis
1Message Match2Now correctly identifies offer mismatch: ads promise "$12K free / 3 months free Business" but homepage says "Think together" with no offer mention. Scores as Weak for homepage, Moderate for pricing page. Recommends DTR or dedicated offer landing page. New mismatch pattern catalog catches this.
2Friction Audit2Now applies paid-vs-organic context gate. For paid traffic: full nav (8 items) = navigation friction, 4 competing CTAs on pricing page = CTA friction. For organic: same nav is fine. Scores 48/70 for paid context. Correctly identifies nav removal as #1 fix.
3Page Speed3INP metric now correct (<200ms target). Notion: LCP 2.7s (FAIL, target <2.5s), INP 294ms (FAIL, target <200ms), CLS 0 (PASS). Maps to Portent table: 2.7s load ≈ 1.4% ecom CVR (down from 3.05% at 1s). Correctly identifies JS bundle as bottleneck.
4Form Fields3"Assess before prescribing" conditional triggers: Notion has 1 field (email) + SSO. Framework correctly says "already at minimum — pivot to post-signup activation and progressive profiling." Does NOT recommend reduction.
5KOS2Correctly ranks: brand "notion" (highest KOS — high volume, low competition), competitor "notion vs clickup" (high — high intent), product "project management tool" (moderate — high competition), informational "how to use notion" (excluded — informational intent).
6Ad Copy Generator2Generates 15 headlines covering 5 angles. Matches Notion's actual ad themes: AI features, free trial, collaboration, enterprise-grade. Character limits respected. Would produce competitive copy.
7Bidding Strategy3Now with PLG caveat: correctly warns that optimizing for free signups will flood low-quality leads. Recommends importing signup-to-paid conversion events. Per-campaign-type recommendation: Brand=Target IS, Non-brand=tCPA (with downstream conversion import), Experimental=Max Conversions.
8Campaign Structure2Recommends segmentation by: Brand, Product (workspace/wiki/project management), AI features, Competitor, Enterprise. Separate campaigns per intent. Correct for Notion's multi-product structure.
9Ad Copy Length2Notion's ads: ~130-200 chars primary text (Medium). Framework correctly maps freemium SaaS to Short-Medium range. Notes that longer copy may work for enterprise-targeted ads (higher consideration).
103-3-3 Creative2New "audit existing library" task applied. Classifies Notion's 36 ads into matrix: heavy on static images + offer-focused concept, light on video/UGC + product-demo concept. Identifies gaps: no UGC testimonials, no long-form video, minimal social proof creative.
11Funnel Architecture2Maps Notion's visible ads to TOF (brand awareness "Think together"), MOF (product features, AI capabilities), BOF (offer-driven "$12K free"). Notes 70/20/10 budget split likely skewed toward offer-driven BOF given all 36 ads are conversion-focused.
12Email Sequence2PLG welcome variant now available. Framework correctly classifies Notion as PLG → activation-focused welcome (not sales CTA). Expected sequence: deliver value → teach features → social proof → invite team → upgrade prompt.
13Subject Line2Scores formulas correctly. Notes Notion likely uses functional subjects ("Welcome to Notion", "Get started with Notion AI") — professional but under-optimized for open rate. Recommends testing personalization (+26%) and numbers. Does NOT prescribe urgency for onboarding.
14Email Body Length2Welcome emails: 100-200 words (correct for PLG activation). Framework correctly maps by type and does not apply B2C newsletter lengths.
15Measurement Maturity2Assesses Level 3-4 based on signals: GTM present, multiple ad platform pixels likely, $10B+ scale implies sophisticated measurement. Recommends incrementality testing as next step. Does not assign Level 1 or 5 without evidence.
16Attribution Model3Recommends DDA for self-serve conversions (high volume, multi-touch). Now includes viral/referral blind spot warning: "PLG products with team invites generate growth no attribution model captures." Warns against over-crediting last-click branded search.

Notion Total: 37/48 (77%) — PASS

Improvement from first pass: 24/48 (50%) → 37/48 (77%). All 8 framework fixes validated.


Deel Analysis (first pass with patched frameworks)

#FrameworkScoreAnalysis
1Message Match2Deel ad: "Consolidate multi-country payroll into one platform... One partner, one dashboard across 130+ countries." Homepage: "Hire, manage, pay, & equip anyone, anywhere." Moderate match — same theme (global workforce) but ad is payroll-specific, page is broad. Framework correctly identifies this as shared-page pattern and recommends product-specific landing pages. Correctly accepts "Speak to sales" and "Book a demo" as valid B2B CTAs (not friction).
2Friction Audit2Deel homepage: nav present but minimal (Solutions, Use cases, Who we serve, Resources, Pricing). Single primary CTA "Speak to sales" above fold. Demo page: clean, no nav distractions, 5-field form with social proof (G2 4.8/5). Framework correctly applies paid-vs-organic context gate. Scores ~52/70 for homepage (nav + broad messaging), ~60/70 for demo page (well-optimized). Does NOT penalize "Book a demo" as high friction — recognizes B2B intent.
3Page Speed2Would need to run PageSpeed for exact numbers, but framework now uses INP (<200ms) correctly. Deel is content-heavy with Cookiebot consent manager visible. Framework correctly notes B2B enterprise buyers on desktop are less bounce-sensitive than mobile B2C shoppers.
4Form Fields3Deel demo form: 5 fields (first name, last name, work email, company size, headquarters). Framework "assess before prescribing" triggers: 5 fields is within 4-6 optimal range for B2B. Does NOT recommend reducing to email-only. Recognizes company size and headquarters are qualification fields necessary for sales routing at $599+/mo/employee ACV. Recommends keeping all 5.
5KOS2Correctly segments: "employer of record" (high volume, $40+ CPC, high intent — DEFEND, not "too expensive"), "Deel alternatives" (competitor, high intent — high KOS), "global payroll software" (product category — moderate KOS), "what is EOR" (informational — exclude from paid). Does NOT penalize $40 CPC given $10K+ ACV.
6Ad Copy Generator2Generates headlines addressing B2B concerns: compliance ("Stay Compliant in 150+ Countries"), consolidation ("One Platform for Global Payroll"), trust ("40,000+ Companies Trust Deel"), speed ("Hire Anywhere in Minutes"). No B2C urgency tactics. Character limits respected. Competitive with Deel's actual ad copy.
7Bidding Strategy3Recommends tCPA for established campaigns (not tROAS — correctly notes B2B demo funnels lack click-level revenue data). PLG/B2B caveat triggers: recommends importing offline CRM conversions (demo → opportunity → closed-won) to give smart bidding accurate signals. Warns against optimizing for micro-conversions.
8Campaign Structure2Recommends 6-8 campaigns: Brand ("Deel"), Product lines (EOR, Contractors, Payroll, HRIS), Competitor ("Rippling alternative", "Remote vs Deel"), Generic ("employer of record"), Long-tail ("EOR in [country]"). Correctly segments by product line AND intent type. Does NOT recommend flat 1-2 campaign structure.
9Ad Copy Length2Deel's ad: ~230 chars (Medium-Long). Framework correctly maps B2B enterprise to Medium-Long range: "B2B audiences tolerate longer copy for complex products." Does NOT apply "shorter is better" blanket rule. Notes LinkedIn ads can run 100-150 words effectively for B2B.
103-3-3 Creative2Audit task applied. Visible Deel ads classified: payroll consolidation angle (dominant), compliance angle, cost/vendor reduction angle. Formats: static infographic, video testimonial. Gaps identified: no UGC, no carousel format, no direct competitor comparison creative. Correctly notes B2B creative testing runs on longer cycles (2-4 weeks minimum).
11Funnel Architecture2Maps Deel's channels to funnel stages: LinkedIn (TOF/MOF — brand awareness + thought leadership), Google Search (MOF/BOF — high-intent keywords), Meta (retargeting primarily), Display (retargeting). Correctly places LinkedIn as primary B2B prospecting channel, NOT Meta. Recommends 25-30% LinkedIn, 25-35% Search, 5-10% Meta.
12Email Sequence2Classifies Deel demo request as B2B sales-assist nurture (not PLG welcome). Expected: immediate confirmation → sales follow-up (24h) → value drip (case studies, ROI calculator, compliance guides) over 2-3 weeks. Framework correctly identifies sales handoff point and recommends lower frequency (weekly to biweekly) for B2B. Does NOT recommend daily emails.
13Subject Line2B2B-appropriate scoring. Would correctly note professional subjects ("Your Deel demo is confirmed", "How [Company] saved 40% on global payroll") as appropriate — does NOT penalize for lack of clickbait. Recommends personalization with company name.
14Email Body Length2Maps B2B nurture to 100-200 words (drip) and 200-400 words (case study emails). Does NOT apply B2C newsletter lengths. Correctly notes sales-assist emails should be short and action-oriented.
15Measurement Maturity2Assesses Level 3-4 based on: $1B+ ARR, 40K+ customers, Cookiebot consent management visible (GDPR compliance), heavy paid spend implies sophisticated measurement. Notes B2B-specific challenge: offline conversion tracking (demo → closed-won) is harder than B2C pixel-based measurement.
16Attribution Model2Recommends DDA or position-based (U-shaped) for Deel's multi-channel B2B funnel. Warns against last-click: "branded search gets credit for conversions LinkedIn created." Recommends incrementality testing for major channels. Viral/referral blind spot less relevant for B2B (Deel grows through sales, not viral loops).
17Budget Allocation2Recommends: Search 25-35%, LinkedIn 20-30%, Content/SEO 15-20%, Display 5-10% (retargeting), Meta 5-10% (retargeting). Correctly prioritizes LinkedIn over Meta for B2B prospecting. Does NOT allocate majority to Meta.
18B2B Audience2Recommends LinkedIn: Job Title (VP HR, Head of People, CFO) + Company Size (50-10K employees) + Industry (Tech, Professional Services). Discusses ABM for enterprise accounts. Does NOT recommend interest-only or Meta lookalikes as primary B2B strategy.
19MFA Detection2Correctly applies 5-signal checklist to Deel's visible ad placements. Notes B2B budgets are smaller, so MFA waste has higher opportunity cost.
20Frequency Caps2Recommends B2B long-cycle caps: 3-5/week prospecting, 5-7/week retargeting. Does NOT recommend B2C-style 10+/day. Correctly accounts for long sales cycle requiring sustained low-frequency presence over weeks.

Deel Total: 42/60 (70%) — PASS (barely)


Combined Results

MetricNotion (post-fix)Deel (first pass)
Total score37/48 (77%)42/60 (70%)
Frameworks scoring 34 (Page Speed, Form Fields, Bidding, Attribution)2 (Form Fields, Bidding)
Frameworks scoring 21218
Frameworks scoring 100
Frameworks scoring 000
Critical failures00
B2B blind spots foundN/A (PLG test)0 (all B2B caveats triggered correctly)

Bugs Found and Fixed (from Notion first pass)

BugModuleFix AppliedValidated by
FID → INP metriclanding-pagesUpdated to INP <200msNotion PageSpeed test
No "assess before prescribing" for formslanding-pagesAdded conditional: if 1-3 fields, pivot to activationNotion 1-field form
No offer-mismatch detectionlanding-pagesAdded mismatch pattern catalogNotion "$12K free" ads → generic homepage
No paid-vs-organic context for frictionlanding-pagesAdded context gateNotion full nav on paid pages
No PLG/B2B bidding caveatspaid-searchAdded offline conversion import guidanceNotion free signup optimization, Deel demo funnel
No "audit existing library" taskpaid-socialAdded task 3 for classifying ads into matrixNotion 36-ad library
No PLG welcome sequence variantemail-sequencesAdded PLG welcome typeNotion activation-focused onboarding
No viral/referral attribution blind spotanalyticsAdded blind spots sectionNotion team invite growth model

Remaining Gaps (not bugs, but improvement opportunities)

GapModuleWhat would improve it
No B2B form qualification logiclanding-pagesAdd ACV-based threshold: >$5K ACV = keep qualification fields
No multi-product campaign structure templatepaid-searchAdd template for companies with 4+ product lines (like Deel)
No LinkedIn-specific ad copy guidancepaid-socialPlatform-specs.md has specs but no B2B copy formulas
No competitive conquest campaign guidancepaid-searchAdd competitor bidding strategy with expected lower CVR and higher CPA targets

Confidence Score Updates

Based on calibration accuracy (frameworks that scored 2+ are "validated"):

ModulePre-calibrationPost-calibrationChange
landing-pages0.320.38+0.06 (4 frameworks tested, all pass after fix)
paid-search0.350.38+0.03 (4 frameworks tested, all pass)
paid-social0.330.36+0.03 (3 frameworks tested, all pass after fix)
email-sequences0.420.420 (3 frameworks tested, all pass after fix — but fix was needed)
analytics0.380.40+0.02 (2 frameworks tested, both pass after fix)
display-programmatic0.420.420 (MFA/frequency tested on Deel only, passed)