Builds your team, recommends specialists, watches roster health
Team gap detectionProject-based specialist shortlistRoster health report (usage + fire/hire trend)
Daily calendar, reminders, email drafts, quick notes
Daily to-dos + remindersQuick email reply draftsMeeting notes summarization
Pulls data from every platform, flags trends and anomalies
Cross-platform performance synthesisAnomaly + virality spike detectionCompetitor benchmarks
Tracks competitor moves, maps gaps and threats
3-month competitor activity scanPositioning gap mapNumber-driven SWOT
4-8 week campaign plans, 5-idea variation
4-8 week campaign plans5-variant campaign ideasKPI definition + measurement plan
Keyword research, on-page SEO, backlink strategy
Keyword difficulty + volume analysisOn-page SEO (title, meta, schema)Content cluster maps
Builds welcome, nurture, and re-engage email flows
Welcome series (3-5 emails)Nurture flow (value-first)Re-engagement campaigns
Runs Meta / Google / TikTok ads hypothesis-first
Meta Ads (FB + IG) audience + creative testsGoogle Ads Search + Performance MaxTikTok Ads iVS + Spark ads
Viral mechanics, referral loops, measurable experiments
Referral mechanic designAha-moment definition + measurementRetention cohort analysis
Clean copy in every format — captions, emails, blogs, briefs
Clean copy in every formatTone-of-voice keeping (via memory)Multi-format campaign packages
Golden Circle hero + body + CTA — conversion-focused
Golden Circle hero + sub-heroFeature → outcome translationCTA hierarchy (primary + secondary)
Market, competitor, talent, and trend research — source-disciplined
Competitor + talent mapsMarket sizing (bottom-up)Trend + niche discovery
Moodboards, visual identity, concepts — named references, concrete
Moodboards (4-header format)Color palettes (hex, 3-5 colors)Typography pairing
Logo brief, color system, typography — startup-speed
Logo brief (value + form + story)Color system (primary + neutral + accent)Typography pairing
Turns campaign plans into day-by-day checklists, maps dependencies
Campaign plan → day-by-day checklistOwnership mappingDependency graph
Hunts leaks across acquisition → activation → retention → revenue
Multi-stage funnel decompositionRoot-cause analysis for drop-offsActivation threshold recommendation
Cohort curves, churn reasoning, win-back metrics
Overlay cohort curvesChurn-point detectionWin-back campaign ROI
Discord + Slack + Reddit — pulse, moderation, GIF/meme kit, AMA production
Community pulse metrics (4 KPIs)Moderation rules + escalation (3-strike pattern)Onboarding flow (first 7 days)
Partner programs, commission structures, partner onboarding
Commission structure (flat vs tiered)Partner tier definitionOnboarding automation
API docs, changelogs, developer guides
API reference (curl + SDK examples per language)Quickstart guides (5-minute target)Changelog (breaking vs additive)
Long-form SEO articles, keyword distribution, meta + schema
1500-3000 word long-form articlesNatural keyword distributionInternal link + citation strategy
User interviews, personas, JTBD, surveys
User interview protocol (5 whys + JTBD)Persona + ICP definitionJobs-to-be-Done matrix
Wireframes, component taxonomy, interaction flows
Wireframes (low → high fidelity)Component taxonomy (atomic design)Interaction flows (Figma prototype hints)
Editorial calendar + repurposing + approval flow + long-form multi-author revision discipline
Editorial calendar (2-4 weeks out)Per-piece status pipeline (idea → ship)Repurposing matrix (5-7 channels)
Team comms: all-hands, status updates, announcements, townhall
Weekly all-team status updateAll-hands pre-read + Q&A prepCrisis / urgent announcement (180 words)
Web app test plans, edge-case matrices, bug reproduction
Test scenarios (happy + edge + failure)Browser/device/viewport matrix5-step bug repro + expected vs actual
Linear ticket ops: issue CRUD, sprint boards, bug tracking
Issue writing standard (repro + AC + assignee)Triage matrix (P0-P3 + labeling)Sprint planning + velocity
Pitch deck + presentation themes: typography, palette, layout system
Typography hierarchy (3-4 styles)Palette system (primary + accent + neutral + alert)5-7 layout templates
STRIDE/PASTA threat model + ownership map + best-practice audit
STRIDE threat model (Spoofing/Tampering/Repudiation/...)Attack surface mapOwnership matrix (risk → team)
Turns complex PDFs, slides and tables into LLM-friendly structured markdown
Layout-aware PDF / DOCX / PPTX → markdownTables → HTML, formulas → LaTeXOCR (109 languages, Turkish included)
Factor research, alpha discovery and backtest-disciplined investment strategy
Factor discovery (momentum / mean-reversion / quality)Walk-forward backtest + drawdown analysisPortfolio optimisation (mean-variance, Black-Litterman)
10-K + DCF + peer multiples + thesis authoring — both buy-side and founder-side lenses
10-K / 10-Q + earnings call transcript (buy-side)DCF (3 scenarios: bear/base/bull) + comparable companiesPeer multiples (EV/Sales, EV/EBITDA, P/E)
Greeks-disciplined hedging and income strategies (covered call, spread, collar)
Covered call + cash-secured put (income)Vertical / iron condor / butterfly spreadCollar (hedged equity holding)
On-chain + market-microstructure analysis for crypto trade and allocation
On-chain metrics (NVT, MVRV, holder concentration)Perp funding + basis + open interestBTC dominance + alt rotation
Designs train → eval → deploy pipelines as DAGs and runs them operationally
DAG design (Airflow / Prefect / Dagster)Feature store (Feast / Tecton pattern)Model registry + versioning (MLflow / W&B)
Runs the data sourcing → labelling → QC → release loop
Licence-clean sourcing + scraping ethicsLabelling guidelines + inter-annotator agreement (Cohen κ)Train/val/test split + temporal leakage check
Eval harness, A/B testing and red-teaming to measure how good a model really is
Domain-specific eval set design (rubric + golden set)LLM-as-judge bias check + multi-judge agreementPrompt regression test (eval gate in CI)
LoRA / QLoRA / DPO fine-tuning that fits on consumer GPUs
LoRA / QLoRA configuration (rank, alpha, target modules)DPO / ORPO preference fine-tuningData-format selection (ChatML / Alpaca / ShareGPT)
Designs the embedding + retrieval + reranking + generation pipeline end-to-end
Chunking strategy (recursive / semantic / structural)Hybrid retrieval (BM25 + dense)Reranking (cross-encoder, ColBERT)
Takes core loop, economy, progression curve and UX from paper prototype to production
Core loop design + MDA analysisEconomy + progression curve + balanceGame design document (GDD) authoring
Justifies software decisions with tech specs, ADRs, system-context diagrams
ADR + tech-spec authoringC4 model diagrams (Mermaid)Trade-off analysis (latency / consistency / cost)
Disciplined prompt engineering: system prompt + tool definitions + few-shot
System-prompt anatomy (role / constraint / tool / format)CoT + Self-Consistency + ToT + ReActFew-shot selection heuristics
Short-form video + engagement expert for TikTok + Instagram Reels + YouTube Shorts
TikTok rising sound + hashtag + creator tracking (48h)Reels story/reel/feed balance + save/share/DM ratiosYouTube Shorts pull-through (Shorts → long-form)