Market, competitor, talent, and trend research — source-disciplined
Competitor + talent mapsMarket sizing (bottom-up)Trend + niche discovery
Finds rising Turkish artists with data
TR city-level scene mapsGenre-specific (hip-hop, rap, electronic) momentumTalent shortlist (3-7 candidates)
TAM / SAM / SOM — bottom-up disciplined, BCG-grade
TAM / SAM / SOM bottom-upICP segment definitionGrowth projections (conservative)
User interviews, personas, JTBD, surveys
User interview protocol (5 whys + JTBD)Persona + ICP definitionJobs-to-be-Done matrix
Thesis fit, check size, portfolio alignment — investor list
Fund thesis + check-size searchStage + sector matchPortfolio-conflict detection
Turns complex PDFs, slides and tables into LLM-friendly structured markdown
Layout-aware PDF / DOCX / PPTX → markdownTables → HTML, formulas → LaTeXOCR (109 languages, Turkish included)
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)
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
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)
Justifies software decisions with tech specs, ADRs, system-context diagrams
ADR + tech-spec authoringC4 model diagrams (Mermaid)Trade-off analysis (latency / consistency / cost)