AI Stock Scores for BullBazaar TradersBacktested. Honest. SEBI-aware.
A daily AI Score ranks NSE/BSE stocks by relative technical strength, liquidity, filings, promoter risk, options crowding, and tax-aware portfolio context. It is a ranking tool, not a guaranteed forecast.
Walk-forward results shown before hype
Every score tier should be validated out-of-sample across bull, bear, sideways, election, budget, expiry, and crash regimes. The product should lead with measurable edge, not fantasy accuracy claims.
10-day win rate by AI Score tier
Percentage of stocks that closed higher over the next 10 trading sessions.
Why this matters: A serious India trading SaaS should not claim 80% accuracy. The honest edge is usually modest and conditional. The product earns trust by showing monotonic score tiers, information coefficient, slippage assumptions, drawdowns, and the regimes where the model fails.
Every signal timestamped before the outcome
Like the UK reference site, the India product should build in public. Every prediction payload is hashed, timestamped, and made downloadable so accuracy cannot be edited later.
Post-close model run
Signals are generated after Indian market close using only data available at that moment.
SHA-256 hash
The full prediction file is hashed with model version, feature values, and timestamp.
Public audit log
Users can download any day, verify the hash, and inspect what the model knew.
Why this is different in India
Many platforms show tips, charts, and screeners. Very few freeze every recommendation before the result, disclose weak periods, and let users verify the full prediction history.
What gets stored
Score, confidence band, feature values, corporate action state, liquidity filter, pledge risk, options crowding, model version, and post-cost return benchmark.
What BullBazaar Alpha is. And what it is not.
Expectation-setting is part of the product. It filters out gamblers and attracts serious retail traders, RIAs, and portfolio managers.
Beyond a stock screener
These modules mirror the UK site structure, but the data and use cases are India-specific.
Sector Rotation Heatmap
Where money is moving this week
Results & Event Calendar
Earnings, AGMs, dividends, splits
Promoter & Pledge Radar
Governance risk, not just price action
Know your risk before you trade
Every stock page should show ATR stops, position sizing, liquidity warnings, margin impact, and post-cost breakeven. For India, this must include brokerage, STT, GST, stamp duty, exchange charges, and tax context.
- ATR stop levelsTight, normal, and wide stops based on volatility.
- Position sizingShares and capital at 0.5%, 1%, and 2% portfolio risk.
- Tax-aware exitShows STCG/LTCG and loss-harvesting impact before the order.
- F&O exposureTracks margin, drawdown, expiry risk, and hedge alternatives.
Medium
Rs 48.20
Rs 10,84,700
+Rs 84,700 this month#3
Paper trading and leaderboard
Let users test the India AI Score with virtual capital before connecting a broker. This creates retention, proof, and a training path from research to disciplined execution.
- Virtual tradesTrade the daily score without risking real capital.
- Community leaderboardRank by risk-adjusted return, not raw gambling returns.
- AI coachDetects overtrading, revenge trades, early exits, and oversized F&O bets.
- Broker handoffOnly after users understand drawdown, slippage, and position sizing.
Options crowding and expiry pressure monitor
Instead of copying the UK short-squeeze monitor directly, the India version should own the F&O pain point: weekly expiry crowding, unusual OI, strike magnet zones, gamma pressure, and liquidity traps.
- OI concentrationFind crowded call/put strikes and fresh build-up.
- Gamma zonesHighlight levels where hedging flow may intensify intraday moves.
- Expiry mapSeparate weekly expiry noise from genuine trend continuation.
- Risk flagWarns when a trade setup is attractive but execution risk is poor.
F&O trading is high risk. This module should be positioned as risk intelligence, not a promise of intraday profit.
Algo Passport for broker-approved execution
This is the key India-only differentiator. Users can design, backtest, paper trade, approve, monitor, and stop strategies with a full compliance evidence trail.
Strategy versioning
Freeze rules, parameters, backtests, broker, instrument universe, risk limits, and model version before live activation.
Order-to-trade guard
Monitor order bursts, cancellations, rejects, throttles, and exchange penalty risk before it becomes expensive.
Kill switches
Stop trading on drawdown, stale quotes, API heartbeat failure, margin spike, bad tick, or slippage breach.
Retail entry, professional expansion
Keep the UK-style low-friction free start, then monetize serious traders, F&O users, and advisor teams.
Free
- Daily top 20 India AI Scores
- Basic watchlist
- Public track record
- Education-first risk notes
Pro
- Full NSE/BSE ranked universe
- Options crowding monitor
- Risk and position sizing tools
- Tax-aware P&L and paper trading
- WhatsApp and Telegram alerts
Advisor
- Client portfolio monitoring
- White-label reports
- Algo Passport oversight
- Audit exports and API access
Questions serious users will ask
Is this financial advice?
No. The product should be positioned as research, risk management, and decision-support software. Any advisory or execution feature must be reviewed against SEBI, exchange, broker, and RIA requirements before launch.
How is this different from Zerodha, Groww, Upstox, or TradingView?
Those products are strong at execution, investing access, or charting. This is a broker-neutral intelligence layer with public audit logs, India-specific filings, tax-aware risk tools, options crowding, and algo governance.
Why show modest accuracy instead of big claims?
Because realistic edge builds trust. The product should show score-tier performance, weak regimes, slippage assumptions, post-cost returns, and exact prediction history.
Can it connect to brokers?
Yes, through broker APIs where permitted. The first release should support paper trading and portfolio import, then controlled live execution after the Algo Passport and risk controls are ready.