Methodology

How Blayzrr turns your LinkedIn into a lead engine.

A look under the hood. We combine deterministic checks with AI judgement so every recommendation is grounded in evidence, your voice, and what is currently working on LinkedIn.

THE PIPELINE

Six stages, one pass.

Every analysis runs the full pipeline. You can rerun any stage (regenerate posts, refresh inspiration, rebuild calendar) without touching the others.

Ingest

PDF upload, URL, or manual paste

Drop your "Save to PDF" export, paste a LinkedIn URL, or fill our 6-step wizard. Everything stays on your account.

Extract

Structured profile understanding

We parse your headline, About, every role, your skills, education, and recent posts into a clean structured object using an AI parser + deterministic parsing as a safety net.

Research

Score

Current vs potential (0–100)

Hybrid scoring engine: deterministic rules (length, completeness, outcomes, keywords) blended 50/50 with AI evaluation across 5 categories, including a Potential score that shows your ceiling.

Generate

10 voice-matched opinion posts

We extract your voice (rhythm, vocab, openers, closers) and write opinion-driven posts with a clear hook → stance → 1-2 insights → conclusion. You can regenerate with your own topics anytime.

Schedule

Build a publishable content calendar

Pick the posts you love, choose a cadence (daily / 3x / 2x / weekly / bi-weekly), and export the schedule to Excel, Word, or PDF for your team or VA.

PRINCIPLES

What we believe makes profiles win.

The product is opinionated. Here's where those opinions come from and how they shape the output.

Hybrid scoring, not vibes

We don't trust a single number from an AI. Every score is the blend of deterministic rules and AI judgement, so it's stable across runs and explainable.

Voice over template

Generic templates die in feed. We extract YOUR voice from posts you've actually written and force every generated post to mirror it.

Opinion, not advice

Every post takes a clear stance with 1–2 defensible insights and a thought-provoking close. No 'thoughts?' filler.

Privacy by default

Your analyses are stored only in your account. Admins/editors can collaborate, but viewers stay isolated to their own data.

SCORING DEEP DIVE

How current vs potential is calculated.

Two scores. One number you have today. One number you can reach by adopting every recommendation. The delta is your upside.

FORMULA (per category)

score(category) =
  0.5 × rule_check(profile_text)
+ 0.5 × ai_judgement(profile_text, peers)

overall =
  0.23·headline + 0.27·about + 0.33·experience + 0.17·skills

engagement_readiness = engagement_hooks  (shown separately)

What each category measures

Headline
Length, value-prop signal, identity blocks, outcome keywords
About
Word count window, first-person, metrics, action verbs, CTA
Experience
Role count, bullet quality, outcome verbs, embedded metrics
Skills
Count window, diversity, high-signal terms
Engagement Hooks
Post cadence, hook openers, questions, short-line punch

Why hybrid? Pure LLM scores wobble between runs. Pure rule scores miss nuance. Blending gives stability AND judgement — the same combo a great career coach uses.

VOICE EXTRACTION

We don't write like AI. We write like you.

From the posts you've already shared, we extract sentence rhythm, vocabulary level, emoji usage, jargon density, openers, closers, and signature traits. Every generated post must match these.

• Sentence style + average words per sentence
• Emoji & jargon levels
• Opening + closing patterns
• Personal vs professional tone balance
• Themes you have already covered (so we don't repeat)

POST STRUCTURE

Hook → Stance → Insights → Punchline.

Every post is opinion-driven and follows the same proven structure so it earns the click on "see more" and lands a memorable close.

HOOKA sharp first line that earns the click before “see more”.
CONTEXTA one-liner that anchors the reader in the trend.
STANCEA clear opinion. Pick a side. Don’t hedge.
INSIGHTS1–2 defensible insights with proof (a number, a story, a contrast).
CONCLUSIONA provocation, prediction, or question — never a generic “Thoughts?”

CONTENT CALENDAR

From great drafts to a publishable plan.

You pick the posts you'll actually publish. We assign them across a cadence with themed days, and export the result for your team or VA. Calendar generation is deterministic — same inputs always produce the same schedule.

Daily (Mon–Fri)

Aggressive growth pushes

3× / week

The sweet spot for most leaders

2× / week

Sustainable for busy execs

Weekly

Quality over quantity

Bi-weekly

Slow-burn thought leadership

Themed days

Opinion Day, Story Day, Framework Day…

EXPORTS

Profile report (PDF / DOCX)
Full blueprint: scores, gaps, headline variants, About rewrite, experience bullets, skills.
Content calendar (XLSX / DOCX / PDF)
Selected posts mapped to dates with day themes, topic, and estimated engagement.

Your profile stays yours.

Analyses are scoped to your account. Admins/editors can collaborate across the team; viewers are isolated. You can delete an analysis any time from the dashboard.