Turn your AI pilot data into a traceable decision pack with TCO, ROI, NPV, payback, sensitivity analysis, evidence gaps, risks, and clear next steps.
台股量化研究系統的部署與解讀助手:協助你在自己的機器建置研究pipeline(安裝、資料回補、排程),解讀模型訊號的一般意義、辨識資料缺口、理解回測的侷限,並提供模型資產保護與工程紀律SOP。純研究與工程教育用途,不提供買賣建議、進場價位、停損目標價或部位配置;此類請求會被引導至一般性研究解讀或建議諮詢持牌專業人員。非投資建議。
Autonomous competitor teardowns, feature & pricing matrices, and strategic SWOT dossiers built with zero paid API keys.
Name any AI stock, crypto, or Japanese equity — get a full capital flow intelligence report showing exactly where money is moving and why prices follow.
Expertise: Strategic Intelligence, Data Analytics, Business Intelligence, Knowledge Engineering, AI Engineering, Research Methodology, and Information Governance. Summary: Transforms raw data into verified, traceable, AI-ready intelligence through evidence-based research, KPI extraction, entity mapping, provenance tracking, knowledge graphs, executive reporting, and decision-support analytics.
Four-layer AI detection evasion, not word swapping. Real math (burstiness CV, vocabulary density) — no guessing. Detector-specific: attacks GPTZero, Originality, Turnitin by their weakest links. Chinese NLP: tracks 四字成语密度, a blue ocean. 105+ AI markers with genre-aware replacements. Research-backed (27 reports, 25+ papers). Honest: 75-85% typical improvement, no fake 100% claims.
AI utility 課金（Claude MAX／GPT Plus／Codex／API spend 等）と 売上・価値産出 を計測し、4段階の ROI 判定（投資拡大／維持／レビュー／削減）＋赤字（DEFICIT）早期検出を行います。Python標準ライブラリのみ・LLM呼び出しゼロ・月額API課金 0円増。毎月の AI 投資が見合っているか明確にしたい AI heavy user 向け。
AI-powered business intelligence for analyzing business data, KPIs, forecasts, anomalies, research, strategy, and decision-ready reports.