Open Questions
Questions that need answers but aren't blocking current work. Resolve in future sessions or discussions. Mark resolved with date and outcome.
Product
| # |
Question |
Priority |
Owner |
Status |
| Q1 |
What's the existing PropPie Fractional regulatory structure (SM-REIT / AIF / SPV / private placement)? |
Urgent |
Vishal / Legal |
Open |
| Q2 |
What does the existing PropPie Fractional tech stack look like? |
High |
Vishal |
Open |
| Q3 |
Which channel for B2C Broker — web-first, WhatsApp-first, or mobile-app-first? |
High |
Aishvarya |
Open |
| Q4 |
Bilingual (Hindi + Marathi) priority — Day 1 or Phase 2? |
Medium |
Aishvarya |
Open |
| Q5 |
Voice interface — Phase 1 or Phase 2? |
Low |
Aishvarya |
Open |
| Q6 |
B2B Analytix — start with developers, brokers, or institutional investors as design partners? |
High |
Aishvarya |
Open |
| Q7 |
Pricing model for Broker — free with affiliate revenue, freemium, subscription, per-report? |
High |
Both |
Open |
| Q8 |
Pricing model for Analytix — seat-based, AUM-based, tiered? |
High |
Both |
Open |
Data
| # |
Question |
Priority |
Owner |
Status |
| Q9 |
Data licensing budget — do we license PropEquity / CRE Matrix data, or self-scrape only? |
High |
Both |
Open |
| Q10 |
Buy CIBIL Commercial for developer credit scoring, or use proxies (MCA filings + news)? |
Medium |
Aishvarya |
Open |
| Q11 |
Buy social listening vendor (Brandwatch/Talkwalker ₹15-30L/yr), or self-build? |
Medium |
Vishal |
Open |
| Q12 |
News feed — vendor (Aggregate Intelligence) or self-scrape? |
Medium |
Vishal |
Open |
| Q13 |
How do we handle Marathi documents — neural MT, fine-tuned model, or human-in-loop? |
High |
Vishal |
Open |
| Q14 |
Sub-day IGR ingestion — which priority micromarkets first? (Top 20 Pune + top 20 MMR suggested) |
High |
Both |
Open |
AI / Tech
| # |
Question |
Priority |
Owner |
Status |
| Q15 |
LLM strategy — OpenAI, Anthropic, AWS Bedrock, Azure OpenAI, or self-hosted open-source? |
High |
Vishal |
Open |
| Q16 |
Vector DB — managed (Pinecone, Weaviate Cloud) or self-hosted (Qdrant, pgvector)? |
High |
Vishal |
Open |
| Q17 |
Fine-tune vs. RAG-only — which derived attributes need fine-tuning? |
Medium |
Both |
Open |
| Q18 |
Latency targets for B2C conversational — <2s for simple, <8s for complex? |
Medium |
Both |
Open |
| Q19 |
Eval framework — automated, human-in-loop, or hybrid? (Hybrid recommended in eval-framework.md) |
Medium |
Aishvarya |
Open |
Compliance / Legal
| # |
Question |
Priority |
Owner |
Status |
| Q20 |
SEBI legal opinion confirming info-only stance — who do we engage? |
Urgent |
Both |
Open |
| Q21 |
DPDP — will we need to register as Significant Data Fiduciary? |
Medium |
Legal |
Open |
| Q22 |
Right-of-reply mechanism for developer scores — what's the public process? |
High |
Aishvarya |
Open |
| Q23 |
When (if ever) do we register as SEBI IA or RA? Annual re-evaluation suggested. |
Low |
Both |
Open |
| Q24 |
How do we handle a developer suing over a score — what's the playbook? |
Medium |
Legal |
Open |
Team / Org
| # |
Question |
Priority |
Owner |
Status |
| Q25 |
Among 5 developers, who owns which workstream? |
High |
Both |
Open |
| Q26 |
When do we hire the first dedicated AI engineer (separate from full-stack)? |
Medium |
Both |
Open |
| Q27 |
Compliance officer designation — internal or external? |
High |
Both |
Open |
| Q28 |
Advisory board — who, when? RE domain expert + SEBI-aware lawyer suggested. |
Medium |
Both |
Open |
Strategy
| # |
Question |
Priority |
Owner |
Status |
| Q29 |
Funding — bootstrap from SORANA revenue, or raise pre-seed/seed? Timing? |
High |
Both |
Open |
| Q30 |
Geographic expansion — Karnataka or Gujarat first after Maharashtra? |
Low |
Both |
Open |
| Q31 |
Partnerships — IPC firms (Knight Frank etc.) as channels for Analytix? On what terms? |
Medium |
Both |
Open |
| Q32 |
PR strategy — when do we go public with the Honest Broker positioning? |
Medium |
Aishvarya |
Open |
Resolved questions
| # |
Question |
Resolution |
Date |
| — |
Should we position as "first AI proptech in India"? |
No. Factually wrong. Use "compliance-grade, source-cited, probabilistic intelligence layer." |
2026-05-16 |
| — |
SEBI IA, RA, or info-only for B2C Broker? |
Info-only. No registration. Can revisit annually. |
2026-05-16 |
| — |
Maharashtra-first or pan-India? |
Maharashtra-first. Pan-India is Series A story. |
2026-05-16 |
Process: When an open question is resolved, move it to the Resolved section with date and outcome. Update any docs that were waiting on the answer.