FTE Role-Based Efficiency — Founder + AI vs Human Team

Portfolio (16 apps) · self-assessment เชิง directional · เทียบ effort จริง (git log) กับทีมมนุษย์ 6 role (PM/Architect/BA/SA/Dev/QA)

⚠️ นี่คือ snapshot วันที่ 4 ก.ค. 2026 — ไม่ใช่ตัวเลขปัจจุบัน
รายงานนี้คำนวณจาก roster ยุคที่ยังมี WisdomDNA (ก่อน PlantDNA เข้าแทน slot 12) จึงแสดง 7.05 FTE-month / 330.6 person-month / 46.9×
ตัวเลข portfolio ปัจจุบัน (วัดใหม่ 16 ก.ค. 2026) คือ 7.957 FTE-month / 338.78 person-month / 42.6× — multiplier ลดลงเพราะงานสะสมเพิ่ม ตัวหารจึงโต
ตัวเลขในรายงานนี้ถูกต้องสำหรับวันที่ของมัน และเก็บไว้เป็นหลักฐานเชิงประวัติ · อ่านสูตรเต็ม ข้อจำกัด และตัวเลขที่ควรใช้อ้างอิง →

1. Portfolio Overview

7.05FTE-month จริง (founder+AI)

330.6person-month ทีมมนุษย์ (ประเมิน)

46.9×multiplier รวม portfolio

PM 10%Arch 12%BA 13%SA 10%Dev 40%QA 15%

330.6 person-month รวม แยกตาม role

2. เทียบรายแอป

AppForge — 0.625 FTE-mo → 27.9 person-mo (44.6×)

MU-AI Core — 2.629 FTE-mo → 79.1 person-mo (30.1×)

WorkDNA — 0.683 FTE-mo → 34.6 person-mo (50.7×)

SmeDNA — 0.549 FTE-mo → 24.9 person-mo (45.3×)

BloomDNA — 0.489 FTE-mo → 24.1 person-mo (49.2×)

DataDNA — 0.452 FTE-mo → 19.6 person-mo (43.3×)

FinDNA — 0.374 FTE-mo → 23.2 person-mo (62.2×)

CareDNA — 0.134 FTE-mo → 16.9 person-mo (126.1×)

WisdomDNA — 0.066 FTE-mo → 7.5 person-mo (114.5×)

EmotiQ — 0.097 FTE-mo → 10.8 person-mo (111.6×)

TradeDNA — 0.114 FTE-mo → 11.2 person-mo (98.2×)

InfluDNA — 0.041 FTE-mo → 4.7 person-mo (116.8×)

PetDNA — 0.084 FTE-mo → 4.6 person-mo (55.5×)

OperDNA — 0.062 FTE-mo → 10.5 person-mo (167.3×)

MU-AI Game — 0.365 FTE-mo → 11.5 person-mo (31.6×)

MUAI-Verse — 0.292 FTE-mo → 19.6 person-mo (67.2×)

3. AppForge — รายฟีเจอร์

Feature	Commits	Actual (FTE-mo)	Human (person-mo)	Mult.
AppForge ID (OIDC/SSO Provider)L	5	0.0077	2.31	301×
Reverse Engineer (Reforge)XL	6	0.0092	4.62	501×
Kit System (74 kits + distribution)L	97	0.1490	2.31	16×
Gap Analysis (Finale)M	2	0.0031	1.15	376×
Preview InfrastructureL	19	0.0292	2.31	79×
Deploy/Release ManagementL	10	0.0154	2.31	150×
Scaffold (Code Synthesis)M	32	0.0491	1.15	23×
Workflow Orchestration (HITL 7-stage)L	17	0.0261	2.31	88×
Design System / AI PolishS	2	0.0031	0.58	188×
Quality Eval HarnessM	3	0.0046	1.15	251×
ROI EstimatorM	2	0.0031	1.15	376×
Other / undifferentiated eng+ops	212	0.3256	6.51	20×

4. MU-AI Core — รายฟีเจอร์

Feature	Commits	Actual (FTE-mo)	Human (person-mo)	Mult.
Western Astrology (natal/transit/synastry)L	2	0.0038	2.31	605×
Bazi 八字 (4-pillars)XL	4	0.0076	4.62	605×
Thai Sidereal + เลข7ตัวL	6	0.0114	2.31	202×
Saju (Korean)M	3	0.0057	1.15	202×
Five-Elements EngineL	5	0.0095	2.31	242×
Base Profile / Human DNA synthesisXL	10	0.0191	4.62	242×
Psychology ProfilingL	3	0.0057	2.31	404×
Accuracy Harness + Birth-Time ConfidenceL	3	0.0057	2.31	404×
Overclaim Guards / Safety LayerL	2	0.0038	2.31	605×
Self-Graph Universe + Constellation ViewM	4	0.0076	1.15	151×
Share/QR SystemS	3	0.0057	0.58	101×
Tarot EngineXL	62	0.1183	4.62	39×
Other / undifferentiated eng+ops	1271	2.4246	48.49	20×

5. WorkDNA — รายฟีเจอร์

Feature	Commits	Actual (FTE-mo)	Human (person-mo)	Mult.
Human DNA (11-dimension profile engine)XL	21	0.0307	4.62	151×
Resource OS (capacity/staffing operating loop)L	16	0.0234	2.31	99×
TeamDNA + Constellation Graph (D3)M	17	0.0248	1.15	47×
Recruitment OS (passport + talent pool)L	20	0.0292	2.31	79×
AI Super Training + Prompt MasterL	20	0.0292	2.31	79×
Assessment StudioL	20	0.0292	2.31	79×
Enterprise SSO/SCIM + multi-tenant RBACL	10	0.0146	2.31	158×
HCM/LMS Integration PlatformL	9	0.0131	2.31	176×
Second Brain (person_graph)M	6	0.0088	1.15	132×
autonomy_kit (agentic L0-L4 engine)L	7	0.0102	2.31	226×
OKR/Performance moduleM	23	0.0336	1.15	34×
Project DNA / 6-factor Matching / AI Staffing LineupsL	23	0.0336	2.31	69×
Other / undifferentiated eng+ops	276	0.4029	8.06	20×

6. SmeDNA — รายฟีเจอร์

Feature	Commits	Actual (FTE-mo)	Human (person-mo)	Mult.
Business DNA Platform (132 types x 114 caps)L	6	0.0092	2.31	250×
POS + Offline SyncL	68	0.1048	2.31	22×
Procurement Suite (Agentic)XL	2	0.0031	4.62	1498×
FaceID KioskL	19	0.0293	2.31	79×
Catalog LibraryM	15	0.0231	1.15	50×
Customer360 / Business-DNAM	10	0.0154	1.15	75×
Gold-Shop VerticalM	11	0.0170	1.15	68×
Restaurant Tables Studio + KDSM	8	0.0123	1.15	94×
Thai Tax EngineM	3	0.0046	1.15	250×
Scraper StudioS	3	0.0046	0.58	125×
SME Business Network GraphS	4	0.0062	0.58	94×
Other / undifferentiated eng+ops	207	0.3191	6.38	20×

7. BloomDNA — รายฟีเจอร์

Feature	Commits	Actual (FTE-mo)	Human (person-mo)	Mult.
Lesson/Quiz/Worksheet Builder (AI generation)L	31	0.0619	2.31	37×
Paper Exam Scanner + OCRM	9	0.0180	1.15	64×
Randomized Exam Engine + Auto-GradingL	5	0.0100	2.31	231×
Student DNA / Learning-mode profileL	20	0.0399	2.31	58×
AI Tutor (bounded/hint-first)M	12	0.0240	1.15	48×
Parent Growth Card + observation loopM	15	0.0300	1.15	39×
Mission Control (at-risk flagging)S	3	0.0060	0.58	96×
Zero-labeling safety scan / consent governanceL	13	0.0260	2.31	89×
AI AR Game Studio (MediaPipe hand-tracking)M	6	0.0120	1.15	96×
Roblox creator-mission integrationL	5	0.0100	2.31	231×
Constellation graph (role-scoped 4-universe viz)S	1	0.0020	0.58	289×
Multi-role platform foundation (tenant/roster/consent/audit)L	14	0.0280	2.31	83×
Other / undifferentiated eng+ops	111	0.2217	4.43	20×

8. DataDNA — รายฟีเจอร์

Feature	Commits	Actual (FTE-mo)	Human (person-mo)	Mult.
Decision Engine (recommend-decided-acted-realized)L	12	0.0266	2.31	87×
NL-to-SQL Query PlannerL	24	0.0532	2.31	43×
Data Catalog & IngestionL	33	0.0731	2.31	32×
Live Database ConnectorsM	9	0.0199	1.15	58×
Lineage & Relationship GraphM	11	0.0244	1.15	47×
Eval Harness & Governance RegistryS	6	0.0133	0.58	43×
Executive Cockpit DashboardM	16	0.0354	1.15	33×
Knowledge Graph ExplorerS	8	0.0177	0.58	33×
Graph-Widget System V1-V11 (unmerged branch)L	8	0.0177	2.31	130×
Multi-tenant Org & SSO FoundationS	3	0.0066	0.58	87×
BI Dashboards, Embed & AlertsM	10	0.0222	1.15	52×
AI Chat WorkspaceM	14	0.0310	1.15	37×
Modeling Studio & Scenario AnalysisM	12	0.0266	1.15	43×
Other / undifferentiated eng+ops	38	0.0842	1.68	20×

9. FinDNA — รายฟีเจอร์

Feature	Commits	Actual (FTE-mo)	Human (person-mo)	Mult.
Advisory Registry (18-agent AI coaching)L	10	0.0174	2.31	133×
Investment Assessment & Decision CoachL	15	0.0261	2.31	89×
Investment Management (holdings/valuations)L	13	0.0226	2.31	102×
Data Trust Taxonomy (9-status provenance)M	14	0.0243	1.15	47×
Market Price Provider & HistoryM	13	0.0226	1.15	51×
Finance DashboardM	8	0.0139	1.15	83×
Slip OCR (expense extraction)M	12	0.0209	1.15	55×
Core TransactionsM	7	0.0122	1.15	95×
Debt & Goal ManagementM	6	0.0104	1.15	111×
Need/Want/Save Discipline EngineM	5	0.0087	1.15	133×
Market Signals & Fundamentals (feeds)S	9	0.0156	0.58	37×
Recurring Auto-Post EngineS	5	0.0087	0.58	66×
Subscription TrackerS	3	0.0052	0.58	111×
Thai PIT Tax EngineS	2	0.0035	0.58	166×
Balance Sheet TrackingS	5	0.0087	0.58	66×
Wealth Network Graph (D3 constellation)L	1	0.0017	2.31	1329×
Other / undifferentiated eng+ops	87	0.1512	3.02	20×

10. CareDNA — รายฟีเจอร์

Feature	Commits	Actual (FTE-mo)	Human (person-mo)	Mult.
Wellness CompassM	3	0.0066	1.15	176×
Self-Check Kit v1L	1	0.0022	2.31	1053×
Rhythm ArenaL	2	0.0044	2.31	527×
AI Food ScannerM	4	0.0088	1.15	132×
Care ใจ (stress-sleep-food cascade)L	3	0.0066	2.31	351×
Wearable OAuth IntegrationM	3	0.0066	1.15	176×
Health-Records EncryptionS	1	0.0022	0.58	263×
Predictive Outlook & Trend AnalyticsM	4	0.0088	1.15	132×
OCR Document StructuringM	3	0.0066	1.15	176×
Multi-Dimension Health Records & LoggingM	4	0.0088	1.15	132×
AI Insights & Health AnalysisS	2	0.0044	0.58	132×
AI Provider FrameworkS	2	0.0044	0.58	132×
Other / undifferentiated eng+ops	29	0.0636	1.27	20×

11. WisdomDNA — รายฟีเจอร์

Feature	Commits	Actual (FTE-mo)	Human (person-mo)	Mult.
Multi-Specialist Reasoning OrchestratorL	5	0.0091	2.31	253×
Citation VerificationM	1	0.0018	1.15	633×
Neutrality & Confidence ScorerM	2	0.0036	1.15	317×
Dialogue CoachS	7	0.0128	0.58	45×
pgvector Semantic SearchM	3	0.0055	1.15	211×
Seed CorpusS	2	0.0036	0.58	158×
Other / undifferentiated eng+ops	16	0.0292	0.58	20×

12. EmotiQ — รายฟีเจอร์

Feature	Commits	Actual (FTE-mo)	Human (person-mo)	Mult.
Emotion Classifier (LLM + lexicon fallback)M	3	0.0088	1.15	131×
Real-time WS Pipeline (classify-persist-escalate-broadcast)M	2	0.0059	1.15	197×
Supervisor Live Console + InterventionL	2	0.0059	2.31	393×
Emotion Graph (D3 constellation)L	2	0.0059	2.31	393×
Coaching Script LibraryS	2	0.0059	0.58	98×
Coaching Knowledge Base (admin playbooks)S	2	0.0059	0.58	98×
Data Retention / PDPA EnforcementS	1	0.0029	0.58	197×
Agent Wellbeing Self Check-inS	1	0.0029	0.58	197×
Agent Data Export / PortabilityS	1	0.0029	0.58	197×
Other / undifferentiated eng+ops	17	0.0499	1.00	20×

13. TradeDNA — รายฟีเจอร์

Feature	Commits	Actual (FTE-mo)	Human (person-mo)	Mult.
Trader DNA Profile AssessmentM	2	0.0061	1.15	188×
Historical Backtest EngineL	3	0.0092	2.31	250×
Paper Trading SimulatorM	1	0.0031	1.15	376×
Behavioral Guardrails (pre-trade friction)M	2	0.0061	1.15	188×
Portfolio IntelligenceL	3	0.0092	2.31	250×
CSV/Journal Import WorkflowM	2	0.0061	1.15	188×
Pattern Receipts (behavioral analysis)S	2	0.0061	0.58	94×
Other / undifferentiated eng+ops	22	0.0676	1.35	20×

14. InfluDNA — รายฟีเจอร์

Feature	Commits	Actual (FTE-mo)	Human (person-mo)	Mult.
Content Factory (multi-provider LLM + slideshow)L	7	0.0219	2.31	106×
Audience DNA (synthetic personas)M	1	0.0031	1.15	370×
Foresight (hook/retention prediction)S	1	0.0031	0.58	185×
Public Scorer + Funnel TrackingS	2	0.0063	0.58	92×
Other / undifferentiated eng+ops	2	0.0063	0.12	20×

15. PetDNA — รายฟีเจอร์

Feature	Commits	Actual (FTE-mo)	Human (person-mo)	Mult.
9-Species Health Engine + Alert LifecycleM	4	0.0134	1.15	86×
Multi-Provider LLM Pet-Context ChatM	6	0.0201	1.15	57×
Smart-Home Automation Rule EngineS	4	0.0134	0.58	43×
Behavioral AnalyticsS	1	0.0034	0.58	172×
Realtime WebSocket Fan-outS	1	0.0034	0.58	172×
Other / undifferentiated eng+ops	9	0.0301	0.60	20×

16. OperDNA — รายฟีเจอร์

Feature	Commits	Actual (FTE-mo)	Human (person-mo)	Mult.
Agentic Hub Phase 0 (real executors + estate registry)XL	1	0.0031	4.62	1478×
Agent Orchestration (Control Room + Approval Workflow)L	6	0.0187	2.31	123×
Credential Vault (AES-256-GCM)M	4	0.0125	1.15	92×
Briefings (scheduled summaries)S	4	0.0125	0.58	46×
Dashboard (command-center aggregate)S	1	0.0031	0.58	185×
Automation Rules & Learning OverridesS	1	0.0031	0.58	185×
Intelligence Digest (demo-grade)S	2	0.0063	0.58	92×
Other / undifferentiated eng+ops	1	0.0031	0.06	20×

17. MU-AI Game — รายฟีเจอร์

Feature	Commits	Actual (FTE-mo)	Human (person-mo)	Mult.
Mini-game LibraryL	27	0.0752	2.31	31×
Destiny CollectionL	20	0.0557	2.31	41×
Admin Destiny Ops UIM	32	0.0892	1.15	13×
AI AR StudioM	5	0.0139	1.15	83×
Rubik MindM	4	0.0111	1.15	104×
Today v2 Daily HubM	17	0.0474	1.15	24×
Subscriptions/Billing/PlansM	11	0.0306	1.15	38×
AppForge SSO LoginS	5	0.0139	0.58	41×
Other / undifferentiated eng+ops	10	0.0279	0.56	20×

18. MUAI-Verse — รายฟีเจอร์

Feature	Commits	Actual (FTE-mo)	Human (person-mo)	Mult.
Smart Contract Suite (Token/NFT/DAO/Staking/Swap/Marketplace)XL	4	0.0055	4.62	843×
Frontend Web3 Flow (wallet panel + onboarding journey)XL	86	0.1178	4.62	39×
Admin/Operator Platform ConsoleL	24	0.0329	2.31	70×
Claim/Eligibility/Anti-Abuse EngineL	24	0.0329	2.31	70×
Backend Web3 API (marketplace/tokens/wallet/swap/crosschain)L	18	0.0247	2.31	94×
Architecture & Gap-Analysis Readiness FrameworkM	16	0.0219	1.15	53×
Foundry Test Suite + Base Sepolia Deploy PipelineM	15	0.0206	1.15	56×
Auth / SIWE Wallet-Signature SessionS	6	0.0082	0.58	70×
Other / undifferentiated eng+ops	20	0.0274	0.55	20×

Internal self-assessment · directional estimate ไม่ใช่ audit ที่แม่นยำ 100% · methodology เต็มดู FTE-ROLE-EFFICIENCY-2026-07-04.md §1