NeuralStocks User Guide — AI Stock Screener for Swing Traders

How to read the NeuralStocks dashboard, interpret AI-generated momentum signals, and turn S&P 500 swing trade setups into disciplined 0–5 day trades. This guide covers every section of the platform — from Market Regime to Signal History. NeuralStocks is not designed for long-term investing.

Overview

1 — What is NeuralStocks?

NeuralStocks is an AI-powered stock screener built specifically for short-term swing trading. It continuously monitors all S&P 500 stocks and surfaces the three setups with the strongest momentum at any given time — with a defined entry, stop-loss, and two profit targets for a 0–5 day hold period.

The system runs on a 15-minute cycle during market hours. Every cycle it evaluates all tickers across multiple dimensions — price momentum, volume behavior, volatility, and AI-driven news sentiment — and presents the strongest overall setups based on signal quality and market context.

What NeuralStocks is: a swing trading signal engine and AI stock screener. It pre-filters 500 S&P 500 stocks down to 3 high-conviction momentum setups with clear risk and target levels — so you spend your time on decisions, not on scanning.
What NeuralStocks is not: a long-term investing tool, a portfolio manager, or financial advice. Signals are designed for 0–5 day trades, not weeks or months. If you are a buy-and-hold investor, this tool is not for you.
The Screened Universe

NeuralStocks screens all ~500 S&P 500 constituents every 15 minutes using 15-min OHLCV data — the broadest and most liquid universe for US momentum trading.

What Makes It Different from Manual Screening

Manual stock screening is slow, inconsistent, and limited by the number of charts a trader can review. NeuralStocks runs a fully automated, multi-factor scoring engine across all 500 stocks simultaneously, applies AI news sentiment as a contextual filter, and updates on every 15-minute bar. The result: you see only the setups that score highest right now — with all the supporting data already surfaced.

Key Platform Features
  • Momentum scoring: RSI, MACD histogram, ATR slope, volume delta, Bollinger Band distance — combined into a single composite AI score
  • AI news sentiment filter: Financial news is analyzed by a purpose-trained language model; negative-sentiment stocks are automatically excluded from the Top 3
  • Volatility-based SL/TP levels: Stop-loss and profit targets are calculated from each stock's Daily ATR — scaled to its actual volatility, not fixed percentages
  • Market Regime engine: Five market-wide dimensions (VIX, trend, breadth, momentum, credit spreads) determine whether conditions favor momentum trades at all
  • Order flow analysis: VWAP distance, buying pressure, and cumulative delta give entry timing context beyond the score
  • Full performance history: Every signal ever generated is publicly visible with D1–D5 forward returns, max gain, and exit outcome — fully auditable track record
Step 1

2 — Market Decision — When to Trade

Before looking at individual signals, always check the Market Decision banner at the top of the dashboard. This is the single most important filter in the whole system.

The regime engine aggregates five market-wide conditions and maps them to one of four verdicts:

VerdictTRADE
VerdictEARLY RECOVERY
VerdictSELECTIVE
VerdictNO TRADE
The Five Regime Dimensions

Each dimension is individually assessed and combined into a unified regime assessment. VIX direction independently contributes to the overall score — a shifting volatility environment carries signal value even before the raw level changes significantly.

Volatility
Market fear and implied uncertainty. Elevated volatility suppresses the regime score — even strong momentum setups can reverse violently in high-fear environments. VIX direction also contributes independently of its absolute level.
Trend
Strength and quality of the broad market uptrend, assessed against key structural reference levels.
Breadth
How broadly the move is shared across S&P 500 sectors. A healthy market lifts most sectors — narrow breadth is an early warning sign even when the headline index looks fine.
Momentum
Market momentum context — whether momentum is accelerating, stabilising, or deteriorating. Early stabilisation after weakness is treated as a regime signal in its own right, not a continuation of the prior trend.
Credit Spread
Global risk appetite via credit market conditions — whether institutional capital is flowing into or out of risk assets. Credit stress typically precedes equity weakness and is a leading indicator of regime deterioration.
VIX Tile
Shows the current VIX level with a 30-day sparkline of daily closes. The small % 1d value next to the number is today's single-day change — the chart behind it shows the 30-day trend. Color reflects the direction of the 30-day move: green (VIX falling — fear subsiding), red (VIX rising — fear increasing).
SPY Tile
Shows the current S&P 500 index price (SPY) with a 30-day sparkline of daily closes. The small % 1d value is today's single-day change — the chart shows where the index has been over the last 30 days. These two signals can point in opposite directions: a single down day inside an upward 30-day trend is normal — the chart and the number measure different timeframes.
How to Use the Regime
VerdictWhat It MeansSuggested Approach
TRADEConditions are broadly constructive — upside momentum, manageable volatility, healthy breadth.Treat signals at face value. Normal position sizing.
EARLY RECOVERYMarket is stabilising after a pullback — some signals are turning positive but conditions aren't yet fully confirmed.Selective entries only. Prefer setups with strong sentiment and RSI momentum. Reduced size.
SELECTIVEMixed conditions. Elevated uncertainty with no clear directional edge.Focus on the highest-conviction setups only. Tighter stops, smaller size.
NO TRADERisk-off. High volatility, broken trend, or poor breadth.Step aside. Wait for conditions to improve before entering new positions.
Trader tip: EARLY RECOVERY is designed to catch turning points — markets often look worst right before they recover. When volatility is contracting and momentum is beginning to stabilise, this state flags that conditions may be improving faster than the headline score suggests.
Market Hours Display

The regime panel also shows the current status of the NYSE (09:30–16:00 ET). The display updates on every page load and shows whether the market is open, in pre-market, after-hours, or closed for the weekend, along with the time remaining until open or close.

Built-in Filters

Signal Quality Filters

Beyond the regime score, two automatic filters refine which candidates make it into the Top 3. Both are visible as small badges on each signal card.

Earnings Distance Filter

Stocks with earnings reports in close proximity are automatically excluded from the Top 3. Holding a position through an earnings announcement introduces binary gap risk that is incompatible with the system's short-term swing strategy.

Stocks with earnings slightly further out are not excluded but receive a score adjustment due to elevated event risk and display an amber badge (⚑ Earnings in Nd). Signals that clear the filter entirely show no badge.

Earnings ProximityActionDisplay
ImminentSignal excluded entirelyNever shown
Near-termScore adjusted downwardAmber badge: ⚑ Earnings in Nd
Not a factorNo changeNo badge
Relative Strength vs. S&P 500

For US signals, each candidate's recent return is compared against the broader market. Stocks that are outperforming tend to continue outperforming over short timeframes — this is the relative strength effect in momentum trading.

RS vs SPYScore AdjustmentBadge
OutperformingPositive adjustmentRS vs SPY: +X.X%
In line with marketNo changeRS vs SPY: ±X.X%
UnderperformingNegative adjustmentRS vs SPY: −X.X%
Trader tip: A green RS vs SPY badge on a TRADE-state signal is the strongest combination the system produces — broad market conditions are constructive, and the stock is already outperforming before the signal fires.
Step 2

3 — Reading the Active Signals

The dashboard shows the three most recent valid signals. Each is a card with a five-tab interface. The header gives the quick summary:

ElementWhat It Shows
Ticker + CompanyStock symbol and full company name.
Sentiment PillAI-assessed news sentiment at signal time: Positive Neutral. Signals with negative sentiment are filtered out before selection.
TimestampWhen the signal was generated (UTC). Helps judge whether price has moved significantly since entry.
Entry PriceThe reference price at signal generation — not an order fill.
Max GainHighest percentage gain observed since the signal was generated. Updated in real time.
SL / TP1 / TP2SL = Stop-Loss  TP1 = first profit target  TP2 = full target. All levels are dynamically calculated per signal based on volatility and risk structure.
Trade StatusSwing Trade Active — the trade window is still open (up to 5 trading days).  Swing Trade Closed — the window has closed (target hit, stop-loss, or max hold time reached).
The Signal Performance Chart

Below the risk/target tags, each card has a small chart showing D1–D5 daily performance bars plus a line for cumulative price movement relative to entry. SL, TP1, and TP2 are overlaid as dashed reference lines. This gives you an instant visual read on how the setup has evolved since signal generation.

When to act on a signal: A signal hours old with price still near Entry and strong order flow is often still a valid entry. A signal where price already tagged TP1 may offer poor risk/reward — check the Full Chart tab.
Tab 1

4 — Signal Tab — Score & Indicators

The Signal tab evaluates the individual scoring components that made this stock rank in the top 3.

AI Adjusted Score
Composite score (0–100). Combines multiple technical factors and sentiment into a weighted, context-aware ranking of signal quality. The ranking metric — this stock placed in the top 3 from the entire screened universe.
RSI
NeuralStocks targets 55–74 (green) — strong momentum without being severely overbought. RSI above 74 may signal exhaustion.
MACD Histogram
Positive = bullish momentum building. Best setups show a positive and expanding histogram at signal time.
Volume Δ
Volume vs. recent average. Elevated volume relative to recent activity indicates the move is backed by above-average participation — conviction, not drift.
Momentum Slope
Rate of change of price momentum. Positive = acceleration. Separates stocks beginning a move from those already slowing down.
ATR Slope
Trend in Average True Range. Rising ATR on an up move = expanding range to the upside. Falling ATR = compression ahead.
Strong setup profile: Score 65+, RSI 58–72, positive MACD histogram, elevated Volume Δ, positive sentiment.
Use caution when: RSI > 75 (late in the move), Volume Δ negative (low participation), MACD histogram turning down.
Tab 3

5 — Order Flow Tab — Buying Pressure & Delta

The Order Flow tab evaluates who is currently in control — buyers or sellers — and whether price moves are supported by real demand. This is the most actionable tab for timing entries.

VWAP Distance

Where the current price sits relative to the Volume-Weighted Average Price of the last 20 candles.

ReadingInterpretation
Positive (above VWAP)Buyers in control. The average participant is profitable — reduces selling pressure. Higher follow-through probability.
Near zeroBalanced. Often a decision point — watch for a directional break.
Negative (below VWAP)Sellers in control. Be cautious entering long signals trading below their intraday VWAP.
Buying Pressure

Where each candle closes within its high-low range, averaged over recent bars (0–100%).

ZoneMeaning
≥ 60%Candles closing in upper half of range. Buyers absorbing every pullback — strong directional commitment.
40–60%Mixed. No clear bias. Watch for resolution.
≤ 40%Candles closing in lower half. Sellers taking over — distribution pattern.
Cumulative Delta

Net buying vs. selling pressure over the last 10 candles — the running score of the buyer/seller battle.

  • Positive / green: Sustained net buying. Supports the upside case.
  • Negative / red: Net selling despite a price up-move. This divergence is a warning — the move may lack genuine demand and could reverse.

The Delta Bar Chart shows the last 10 candles as green (net buying) or red (net selling) bars. 7–8 green bars suggests sustained accumulation; alternating colors = indecision.

Ideal entry confirmation: VWAP positive + Buying Pressure ≥ 60% + Cumulative Delta positive + mostly green delta bars.
Warning sign: Price above entry but Cumulative Delta negative and Buying Pressure below 40%. The move may be weak — consider waiting or skipping.
Tab 4

6 — Full Chart Tab — Technical Analysis

Interactive multi-panel chart with 5d / 1m / 3m range selectors and an ↕ Invert button.

Range Selectors & Invert
ControlPurpose
5dLast 5 trading days — intraday structure, recent supply/demand zones.
1mLast month — broader trend context and swing highs/lows.
3mLast 3 months (default) — full setup context including Bollinger Band position.
↕ InvertFlips the price axis upside down. Useful for viewing the chart from a short-seller's perspective — a downtrend becomes visually a breakout pattern, making it easier to assess the directional strength of a move against a long signal.
Panel 1 — Price + Bollinger Bands

Candlestick chart with Bollinger Bands. Entry, SL, TP1, and TP2 are shown as dashed lines so you can instantly see where the stock trades relative to your reference levels.

BB ZoneInterpretation
Near lower bandStatistically cheap relative to recent volatility. Strong long setups often begin near the lower band.
Crossing middle band (20 SMA) upwardClassic momentum entry zone — trend shifting up with room to run to the upper band.
Near/above upper bandExtended. Can continue in strong trends ("riding the upper band"), but mean-reversion risk increases. Consider partial profit near TP1.
Band squeeze (narrow bands)Low-volatility consolidation — often precedes a sharp directional move. A breakout from a squeeze with high volume is a high-conviction setup.
Panel 2 — Volume
  • High volume on up candles: Buying conviction — institutional participation.
  • High volume on down candles: Selling pressure or distribution — potential headwind.
  • Volume spike on breakout: Confirms the move. The single most reliable volume signal.
  • Declining volume into consolidation: Normal, healthy pause before continuation.
Panel 3 — RSI + MACD
IndicatorWhat to Look For
RSI (orange)Target entry in 55–72. RSI crossing 50 upward = early momentum signal. Above 75 = potential exhaustion. RSI divergence (price new high, RSI lower) is a warning.
MACD Histogram (bars)Growing positive bars = accelerating momentum. Shrinking positive bars = topping. Cross from negative to positive = early trend change. Best entries: histogram positive and growing.
Trader tip: Use 1m chart for broader trend context, then 5d for current structure. A signal that looks strong on 5d but is in a clear downtrend on 1m has a headwind.
Putting It Together

7 — How to Use NeuralStocks for Swing Trades

NeuralStocks narrows 500 stocks to 3 high-probability setups and gives you the data to make an informed decision. A practical decision process:

  1. Check the Market Regime. NO TRADE = step aside. SELECTIVE = extra scrutiny. Only proceed in TRADE or strong SELECTIVE conditions.
  2. Scan the three signal cards. Check sentiment and the performance chart. Is the stock still near Entry, or has it already moved significantly? Far above Entry = less favorable risk/reward.
  3. Open the Signal tab. Score strong? RSI 55–72? MACD positive? Volume Δ elevated? Rank the three signals — focus on the cleanest profile.
  4. Check the Order Flow tab. VWAP positive? Buying Pressure ≥ 60%? Delta green? Order flow confirms or denies what the score suggests. High score + negative order flow = flag.
  5. Open the Full Chart. Price above 20 SMA? Recent breakout with volume? RSI rising through 55–60? Are you buying strength or chasing an extended move?
  6. Read the AI Analysis tab. Plain-language summary of technical and sentiment picture. Use as a sanity check.
  7. Define your trade. Use the signal's SL as your risk reference. Size so that the SL represents an acceptable loss for your account — many traders target 0.5%–1% account risk per trade.
  8. Monitor via Signal History. After entering, track D1–D5 performance in the history table. The exit status shows whether TP1, TP2, SL, or a timed exit was eventually reached.
Using SL, TP1, and TP2 in Practice
LevelTypical Use
SLHard stop reference. Price at SL = thesis invalidated. Exit in full or tighten stop before this level. Never move stops further away to "give it more room."
TP1First profit target. When TP1 is reached, the standard approach is to trail the stop to break-even — protecting the position at no risk while giving it room to reach TP2.
TP2Full target. Remaining position runs to TP2 or until the system's time-based exit — whichever comes first.
Best-case profile: TRADE regime · High AI score · MACD expanding positive · Volume Δ elevated · VWAP positive · Buying Pressure strong · Delta green · price near Entry · positive sentiment. All lights green = highest conviction entry.
Tab 6

8 — Options Tab — Call Suitability Analysis

The Options tab answers a specific question: "Is this signal also a good candidate for a call option trade, or is the stock itself the better vehicle?"

A stock can be a valid long setup and still be a poor options trade — due to timing, extension, volatility costs, or market regime. The Options tab evaluates this as a separate layer without changing the signal generation or ranking logic.

The Call Score

Each signal receives a Call Score from 0 to 100, computed from five factors. The score drives a three-way decision:

DecisionScore RangeMeaning
Call Allowed≥ 70Conditions are sufficiently supportive for call options to be a reasonable vehicle alongside or instead of the stock.
Stock Preferred50–69The setup may be valid, but option timing is less favourable. The stock itself offers better risk/reward than leveraged exposure right now.
No Leverage< 50Market and setup conditions do not support leveraged trades. Avoid options entirely for this signal.
Conservative overrides: Even with a high score, the system will downgrade to No Leverage when the market regime is NO TRADE, and to Stock Preferred when the signal is already extended beyond 3% from entry — regardless of other factors.
The Five Factors
FactorMaxWhat it measures
Market Regime30 ptsBroadest filter. Leveraged trades require a supportive macro environment. TRADE = full points; NO TRADE = zero points and a hard override that prevents Call Allowed.
Signal Freshness25 ptsHow far price has moved from the original entry level. A fresh signal (≤ 1% move) offers more room for the call to profit. An extended signal (> 3% already moved) has poor call timing regardless of other factors.
Momentum Quality20 ptsEvaluates the internal momentum structure: slope direction, MACD histogram position, and volatility expansion. Strong momentum reduces the probability of the move stalling while the option decays.
Volatility Environment15 ptsDerived from the market regime's volatility component. Low volatility = options are cheaper to buy and theta is less aggressive. High volatility = options are expensive and can lose value even if the stock moves in the right direction (IV crush).
Setup Quality10 ptsA proxy for the structure of the signal — how much upside room exists to TP1. A wider first target allows more time for the option to gain value before the position is at risk.
Call Characteristics (shown when Call Allowed)

When the decision is Call Allowed, the tab also shows structural guidance for selecting an appropriate contract. These are not specific contract recommendations — they are directional guidelines based on the current signal conditions.

CharacteristicOptionsLogic
Strike Slight ITM  /  At-the-Money Fresh setup with strong momentum → slight ITM (1–2 strikes below current price). Higher delta captures more of the move with less theta drag. Otherwise ATM for balanced delta and liquidity. OTM calls are not recommended for a 3–5 day swing trade — they need too large a move to be profitable.
Expiry 14–21 days  /  21–28 days NeuralStocks signals have a 3–5 day trade window. The expiry recommendation adds a buffer above that. Strong setup → 2 weeks is sufficient. Moderate conditions → 3–4 weeks gives the trade more breathing room. Never use weeklies (0–7 DTE) — theta decay is too aggressive for a setup that may need 2–3 days to develop.
Premium Favourable  /  Moderate  /  Elevated Reflects the implied volatility environment. Elevated premiums mean you are paying more for the same expected move — size down or wait. Favourable premiums mean options are reasonably priced relative to the likely price range.
Important: Before entering any option, verify strike availability, bid/ask spread, and open interest at your broker. The tab shows structural direction — your broker shows the actual contracts and costs.
The Options Badge

A small badge on each signal card gives you the call decision at a glance — without having to open the Options tab:

Call AllowedAll key conditions are met. Call options are a reasonable vehicle for this signal.
Stock PreferredValid setup, but trade the stock directly. Option conditions are unfavourable at this time.
No LeverageAvoid leveraged exposure entirely for this signal.
The Options tab does not recommend specific contracts. It does not suggest exact strikes, expiry dates, contract sizes, premium amounts, or broker-specific products. It evaluates whether the structure of a given signal is compatible with call option trading — nothing more.
Track Record

9 — Performance Tracking & Exit Framework

NeuralStocks tracks how real market prices evolved after each signal was generated. This is not a backtest with simulated executions — it uses actual observed prices.

What Is Tracked
  • Percentage change at the close of each of the 5 trading days after the signal (D1–D5)
  • Maximum price reached at any point during the 5-day window
  • Maximum percentage gain relative to Entry Price
  • Date and time when the maximum gain was observed
Exit Framework

A rule-based exit framework enables consistent, unbiased comparison across all signals. All time-based exits happen at end of trading day — only trading days count, weekends are skipped. Entry day = Day 1; Friday entry → Monday = Day 2.

ConditionOutcome
TP2 price is reachedClosed at TP2. TP2 ✓
TP1 reached, TP2 not reached within the hold windowClosed at the final time-based exit. Day 5
TP1 not reached by end of Day 2Closed at Day 2 end. Day 2
SL price is reachedClosed at SL. SL ✗
Why this matters: The exit framework removes cherry-picking from performance reporting. Every signal is evaluated on the same rules, making TP1 Hit Rate, TP2 Hit Rate, and Avg Max Gain directly comparable and meaningful. Exits always happen at market close — never intraday and never on weekends.
Top-Level KPIs
KPIWhat It Tells You
Data AgeHow recently signals were updated. Green = fresh (<20 min). Important during volatile sessions — stale data is less actionable.
Avg Max GainAverage ceiling the system tends to reach. Use to calibrate TP expectations.
Positive RatePercentage of signals that achieved any gain (Max Gain > 0%). Base rate — how often the direction was right.
TP1 Hit RatePercentage of signals that reached the first profit target. Primary win-rate metric — how often the system achieved its first objective before Day 2 exit or SL.
TP2 Hit RatePercentage of signals that reached the full target. The "full winner" rate.
Research Tool

10 — Signal History & Track Record

The Signal History is the full archive of every signal ever generated. Use it to:

  • Verify the track record of a specific ticker before acting on a current signal in that stock
  • Study which setup types (high vs. low RSI, positive vs. neutral sentiment) performed best historically
  • Understand typical signal behavior per day — is most of the move on D1, or does it develop over D2–D3?
  • Audit any individual signal via the "+" expand button for the full performance chart, chart tab, and exit details

Use the search box to filter by ticker — the × button on the right clears the filter instantly. Use the page size selector to load more signals for pattern research.

Each ticker name may show a small ×N badge indicating how many times that stock appeared in the Top 3 over the last 30 days. A gray badge (×2) marks a repeat pick; a yellow badge (×3–×4) signals a recurring trend; an orange badge (×5 or more) signals a strong sustained trend — worth extra attention when evaluating the current setup.

Expanding a Historical Signal

Click the + button on any history row to expand it into a full signal card. What you see depends on the signal status:

Signal StatusWhat the expanded card shows
LIVE (blue left border)Live signal card with real-time price, Order Flow tab, Analysis tab, and Full Chart tab — identical to the Current Signals section.
Closed / historicalSignal tab with score & indicators, Analysis tab, and a Full Chart tab showing up to 3 months of price history — candlestick chart with Bollinger Bands, Volume, RSI, and MACD. Entry, SL, TP1, and TP2 are overlaid as dashed lines so you can see exactly where the stock moved relative to the trade levels after signal generation.
Trader tip: Use the Full Chart tab on historical signals to train your eye — see how the setup looked at signal time, how it played out relative to the Bollinger Bands, and whether RSI and MACD confirmed the move. Signals from the last 3 months have chart data available.
Avg Gain per Day chart: Shows historical average gain at each day mark (D1–D5). D2 is typically the key decision point — if TP1 has not been reached by end of Day 2, the system closes the position.
FAQ

11 — Frequently Asked Questions

What exactly is a NeuralStocks signal?

A signal is a stock that ranked in the top 3 from the entire screened universe based on a composite momentum score at a specific point in time. It comes with a reference Entry Price and pre-calculated SL, TP1, and TP2 levels. Think of it as a screened setup delivered to you — a starting point for your own analysis, not a trade order.

Why only 3 signals?

More signals mean more noise. NeuralStocks is designed around the idea that one well-analyzed trade is worth more than ten half-researched ones. Showing only the top 3 forces selectivity and keeps the track record clean and comparable. When a new signal is generated, the oldest is retired into Signal History — where it remains fully visible.

How do I know if a signal is still valid if it's a few hours old?

Check three things: (1) how much the stock has moved relative to Entry (see Max Gain and the performance chart), (2) where it sits on the Full Chart relative to BB levels and SL/TP lines, and (3) whether Order Flow still shows buying pressure. If price already tagged TP1, the easy money may be gone. Still near Entry with strong order flow? The setup remains relevant.

What does the sentiment pill tell me?

Positive = news backdrop is supportive at signal time. Neutral = no strong directional sentiment detected. Stocks with negative AI sentiment are filtered out entirely before selection — so a Negative pill will never appear on a signal.

What is the best Market Regime to trade in?

TRADE. In this state, broad market conditions support momentum strategies — trend is up, breadth is healthy, volatility is manageable. In SELECTIVE, only the strongest individual signals are worth acting on. In NO TRADE, observe and wait.

What does a negative Cumulative Delta mean if the price is going up?

Bearish divergence. Price rising while delta is negative means the move is happening on net selling pressure — potentially short-covering or thin liquidity, not genuine buying. This type of move is more likely to reverse. Wait for delta to turn positive before entering, or skip the signal.

How should I use TP1 and TP2 in practice?

TP1 is the first price objective. When it is reached, the typical approach is to trail your stop to break-even — protecting the trade at no risk while letting it run toward TP2. If TP2 is not reached within the 5-day window, the system closes the position at the end of Day 5. If TP1 is not reached by end of Day 2, the system exits early. Optional for broker automation: some traders additionally take partial profits at TP1 (e.g. sell half the position) — this is a valid risk-management technique but is not the default signal logic shown on the dashboard.

Does NeuralStocks execute trades?

No. NeuralStocks generates analytical reference points and tracks how real market prices evolved afterward. No orders are placed on your behalf. Your broker account is never accessed.

Is this a backtest?

No. A traditional backtest applies a strategy to historical data. NeuralStocks generates signals in real time and then observes actual market prices going forward. The track record reflects real price behavior after real signal generation — no look-ahead bias, no simulated fills.

Are the scoring factors always weighted the same way?

No. The model continuously adapts to changing market conditions, meaning factor influence is not static. A factor that is highly predictive in a trending market may carry less weight during high-volatility or range-bound periods. This is by design — a fixed-weight model breaks down precisely when market conditions shift.

Is NeuralStocks financial advice?

No. NeuralStocks is an analytical tool to support your own research and decision-making. Nothing on this platform constitutes a recommendation to buy or sell any security. All trading involves risk. Past signal performance does not guarantee future results.

How are stop-loss and profit target levels calculated?

SL, TP1, and TP2 are derived from each stock's Daily ATR (Average True Range over 14 days) — a volatility measure that reflects how much the stock typically moves in a full trading day. The multipliers are applied at signal time: SL is placed below entry by a fixed ATR multiple, TP1 and TP2 above entry by their respective multiples. This means a volatile stock like a semiconductor name gets wider levels than a low-beta utility — appropriately sized to its actual behavior, not a one-size-fits-all percentage.

Which stocks does NeuralStocks screen?

All ~500 S&P 500 constituents — the broadest and most liquid universe for momentum trading in US equities. The index composition is updated automatically.

What happens if I open a URL that doesn't exist?

You will see a styled NeuralStocks error page instead of a generic browser or WordPress error. The page shows a clear "404 — Page not found" message and a link back to the dashboard. No data is lost and your session remains active.

Setup

12 — Install NeuralStocks as a Mobile App

NeuralStocks is a Progressive Web App (PWA). You can install it on your iPhone or Android device and get a native app experience — full screen, no browser address bar, and an icon on your home screen.

No App Store download needed. The app always shows the latest version automatically.

iPhone & iPad — Safari
  1. Open neuralstocks.ai in Safari (not Chrome or Firefox)
  2. Tap the Share button — the square with an arrow pointing up, at the bottom of the screen
  3. Scroll down in the share sheet and tap "Add to Home Screen"
  4. The name "NeuralStocks" is pre-filled — tap Add in the top right
  5. The NeuralStocks icon now appears on your home screen. Tap it to open the app.
Safari only on iOS: On iPhone and iPad, only Safari supports "Add to Home Screen". Chrome and Firefox on iOS do not offer this option due to Apple restrictions.
Android — Chrome
  1. Open neuralstocks.ai in Chrome
  2. Tap the three-dot menu in the top right corner
  3. Tap "Add to Home screen" or "Install app" — the label depends on your Android version
  4. Confirm by tapping Add or Install
  5. The NeuralStocks icon appears on your home screen. Tap it to open in app mode.
What changes after installing: NeuralStocks opens in standalone mode — full screen, no browser chrome, no address bar. It feels and behaves like a native app. Your login session and theme preference are preserved.