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5743bc2 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 | export type BookingManipulation = {
type: "payment_timer" | "fake_viewers" | "seat_pressure" | "price_surge" | "dynamic_pricing";
severity: "critical" | "high" | "medium" | "low";
reality: "REAL" | "FAKE" | "UNCERTAIN";
confidence: number;
evidence: string[];
reasoning: string;
userAdvice: string;
};
type TimerData = {
hasTimer?: boolean;
timerText?: string | null;
timerValue?: string | null;
timerResetsOnRefresh?: boolean | null;
};
type PriceData = {
hasPrice?: boolean;
currentPrice?: number | null;
priceChanges?: number | null;
priceHistory?: Array<{ price?: number | null; timestamp?: number }>;
};
type HistoryData = {
viewerCountChanges?: boolean | null;
previousPrice?: number | null;
priceChanges?: number | null;
};
export function detectPaymentTimer(pageText: string, timerData?: TimerData | null, pageType?: string): BookingManipulation | null {
const source = `${pageText || ""} ${timerData?.timerText || ""}`;
const hasTimer = timerData?.hasTimer === true || /(\d+:\d+)|expires?\s*in|time.*left|hurry.*\d+\s*min/i.test(source);
if (!hasTimer) return null;
const evidence: string[] = [];
let reality: BookingManipulation["reality"] = "UNCERTAIN";
let confidence = 0.5;
if (timerData?.timerResetsOnRefresh === true) {
reality = "FAKE";
confidence = 0.95;
evidence.push("Timer resets to the same value on refresh.");
}
const timerMatch = source.match(/(\d+):(\d+)/);
if (timerMatch) {
const minutes = Number(timerMatch[1]);
if (minutes < 5 && reality !== "FAKE") {
reality = "FAKE";
confidence = 0.8;
evidence.push(`Timer is unusually short at ${timerMatch[0]}.`);
} else if (minutes >= 10 && minutes <= 20 && reality === "UNCERTAIN") {
reality = "REAL";
confidence = 0.7;
evidence.push("Timer length looks consistent with a real payment session timeout.");
}
}
if (pageType && pageType !== "payment" && reality !== "FAKE") {
reality = "FAKE";
confidence = Math.max(confidence, 0.85);
evidence.push("Timer appears before the payment stage, which is typical of manipulative pressure.");
}
return {
type: "payment_timer",
severity: reality === "FAKE" ? "high" : "medium",
reality,
confidence,
evidence,
reasoning:
reality === "FAKE"
? "This timer looks like artificial urgency rather than a genuine payment timeout."
: reality === "REAL"
? "This timer may be tied to a legitimate payment or reservation hold window."
: "Guardian could not fully verify whether this timer is real or artificial.",
userAdvice:
reality === "FAKE"
? "Ignore the timer and refresh once to confirm it resets."
: reality === "REAL"
? "Treat the timer as real and finish payment only if you are ready."
: "Refresh once and compare the timer value before trusting it.",
};
}
export function detectFakeViewers(pageText: string, historyData?: HistoryData | null): BookingManipulation | null {
const match =
pageText.match(/(\d+)\s*people?\s*(viewing|looking\s*at|watching)/i) ||
pageText.match(/(\d+)\s*others?\s*are\s*considering/i) ||
pageText.match(/(\d+)\s*travelers?\s*booked/i);
if (!match) return null;
const viewerCount = Number(match[1] || 0);
const evidence = [`Viewer pressure copy detected: ${match[0]}`];
let reality: BookingManipulation["reality"] = "UNCERTAIN";
let confidence = 0.5;
if (historyData?.viewerCountChanges) {
reality = "FAKE";
confidence = 0.95;
evidence.push("Viewer count changed across refreshes.");
} else if (viewerCount > 100 || viewerCount % 5 === 0) {
reality = "FAKE";
confidence = 0.72;
evidence.push("Viewer count looks suspiciously rounded or unrealistically high.");
}
return {
type: "fake_viewers",
severity: reality === "FAKE" ? "medium" : "low",
reality,
confidence,
evidence,
reasoning:
reality === "FAKE"
? "This viewer count likely exists to create competition pressure rather than reflect real users."
: "Guardian cannot verify whether the viewer count is genuinely live.",
userAdvice: reality === "FAKE" ? "Ignore the viewer count and focus on price and availability." : "Refresh once to see whether the count changes randomly.",
};
}
export function detectSeatPressure(pageText: string, bookingType: string): BookingManipulation | null {
const match =
pageText.match(/only\s*(\d+)\s*(seat|room|table|spot|ticket)s?\s*left/i) ||
pageText.match(/(\d+)\s*(seat|room|table)s?\s*remaining/i) ||
pageText.match(/last\s*(\d+)\s*(available|left)/i) ||
pageText.match(/almost\s*sold\s*out|high\s*demand|selling\s*fast/i);
if (!match) return null;
const count = match[1] ? Number(match[1]) : null;
const evidence = [`Scarcity claim detected: ${match[0]}`];
let reality: BookingManipulation["reality"] = count == null ? "FAKE" : "UNCERTAIN";
let confidence = count == null ? 0.7 : 0.55;
if (count != null) {
reality = "REAL";
confidence = 0.6;
if (bookingType === "bus" && count > 20) {
reality = "FAKE";
confidence = 0.72;
evidence.push("Claimed scarcity does not look meaningful for a bus-sized inventory.");
}
} else {
evidence.push("The claim is vague rather than based on a specific count.");
}
return {
type: "seat_pressure",
severity: reality === "FAKE" ? "medium" : "low",
reality,
confidence,
evidence,
reasoning:
reality === "FAKE"
? "The scarcity claim appears exaggerated or too vague to trust."
: "The scarcity claim is more specific and may reflect real inventory pressure.",
userAdvice: reality === "FAKE" ? "Do not rush solely because of this scarcity banner." : "Cross-check availability if the booking matters and the count is low.",
};
}
export function detectDynamicPricing(currentPrice?: number | null, historyData?: HistoryData | null): BookingManipulation | null {
if (typeof currentPrice !== "number" || typeof historyData?.previousPrice !== "number" || historyData.previousPrice <= 0) {
return null;
}
const percentChange = ((currentPrice - historyData.previousPrice) / historyData.previousPrice) * 100;
if (Math.abs(percentChange) < 2) {
return null;
}
const reality: BookingManipulation["reality"] = percentChange > 0 ? "REAL" : "UNCERTAIN";
const confidence = percentChange > 10 || (historyData.priceChanges || 0) > 2 ? 0.85 : 0.65;
const evidence = [`Price changed by ${percentChange.toFixed(1)}% compared with the previous observed value.`];
return {
type: percentChange > 0 ? "price_surge" : "dynamic_pricing",
severity: percentChange > 10 ? "high" : "medium",
reality,
confidence,
evidence,
reasoning:
percentChange > 0
? "Dynamic pricing appears active, so the price may continue to move."
: "Price movement was detected, but Guardian cannot confirm whether it is a meaningful surge.",
userAdvice:
percentChange > 0
? "Compare across platforms and decide whether the increase is worth accepting."
: "Track one more refresh before treating this as a real trend.",
};
}
export function analyzeBookingManipulation(input: {
pageText: string;
bookingType: string;
pageType?: string;
timer?: TimerData | null;
viewers?: { countChanges?: boolean | null } | null;
seats?: { hasScarcity?: boolean; text?: string | null } | null;
price?: PriceData | null;
}) {
const historyData: HistoryData = {
viewerCountChanges: input.viewers?.countChanges ?? null,
previousPrice:
Array.isArray(input.price?.priceHistory) && input.price.priceHistory.length > 1
? (input.price.priceHistory[input.price.priceHistory.length - 2]?.price ?? null)
: null,
priceChanges: input.price?.priceChanges ?? null,
};
return [
detectPaymentTimer(input.pageText, input.timer, input.pageType),
detectFakeViewers(input.pageText, historyData),
detectSeatPressure(`${input.pageText} ${input.seats?.text || ""}`, input.bookingType),
detectDynamicPricing(input.price?.currentPrice ?? null, historyData),
].filter(Boolean) as BookingManipulation[];
}
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