AI Chatbot Stock Prediction Showdown: 6 AI Models Forecast AVAV After Earnings Shock — Mar 11–17, 2026

Introduction

Welcome to another edition of the AI Chatbot Stock Prediction Showdown by TheDayAfterAI News. In this recurring series, we task six of the most widely used AI chatbots with the same challenge: predict the price movement of a selected US stock over the coming five trading days. Each chatbot receives identical market data and must deliver a structured forecast including an estimated opening price, closing price, probability assessment, and trading range.

This week’s subject is AeroVironment, Inc. (NASDAQ: AVAV), one of the most closely watched names in the aerospace and defence sector. AVAV enters this forecast window amid extraordinary circumstances: a severe earnings miss and guidance cut reported after the close on 10 March 2026, colliding head-on with the strongest geopolitical tailwind for drone and defence stocks in decades — the ongoing US-Israeli military operations against Iran.

The six AI chatbots participating in this showdown are: Claude (Anthropic), ChatGPT (OpenAI), Gemini (Google), Grok (xAI), Perplexity, and Copilot (Microsoft). Each was given the same structured multi-factor analytical framework covering technicals, options flow, fundamentals, macro data, and sentiment. Let’s see how they stack up.

The Setup: Why AVAV This Week?

AeroVironment closed the regular session on 10 March at $221.57, then reported fiscal Q3 2026 earnings that shocked the market. Revenue of $408 million missed consensus estimates of $473–$488 million by a wide margin. A $151.3 million goodwill impairment tied to the Space Force’s termination of the SCAR (Satellite Communications Augmentation Resource) program — a cornerstone of the BlueHalo acquisition thesis — sent the stock tumbling 9–11% in after-hours trading to the high-$190s.

Management slashed full-year guidance to $1.85–$1.95 billion in revenue (from approximately $1.98 billion) and $2.75–$3.10 in adjusted EPS (from $3.40–$3.55). The stock had already lost over 40% from its October 2025 all-time high of $417.86 before this latest blow.

Yet the bearish company-specific story collides with a remarkably bullish backdrop: the Iran conflict (“Operation Roaring Lion” / “Operation Epic Fury”) is driving record defence spending, a $186 million Switchblade order from the US Army was placed just days earlier, and AVAV’s funded backlog hit a record $1.1 billion. This tug-of-war between idiosyncratic weakness and structural sector strength made AVAV a compelling test case for our AI showdown.

The Predictions: Head-to-Head Comparison

Note: Consensus values are calculated as simple averages across all six chatbots. “Up %” and “Down %” refer to each chatbot’s estimated probability that the 17 March closing price will be above or below the 11 March opening price, respectively.

Consensus at a Glance

The consensus view across all six chatbots points to a gap-down opening near $199, followed by a modest recovery to approximately $201–$205 by the close on 17 March. Four of the six chatbots predict a net price increase over the five-day window, though the margin is slim for most. The overall consensus probability split of roughly 51% bullish to 49% bearish reflects genuine uncertainty.

Chatbot-by-Chatbot Breakdown

Claude (Anthropic) — Slightly Bearish

Claude delivered the most detailed fundamental analysis of the group, framing AVAV’s situation as a “rare collision of forces” between the catastrophic Q3 earnings miss and the most favourable geopolitical environment for drone stocks in decades. Claude projects a gap-down open to $201, with heavy selling potentially pushing toward $196 before stabilisation. The day-by-day path envisions stabilisation and an oversold bounce through mid-week, with cautious FOMC-related positioning capping the recovery.

Claude is one of only two chatbots to assign a net bearish probability (55% downside), citing that the earnings disappointment will dominate near-term price action despite the wartime demand floor. Claude’s analysis uniquely highlighted the March 20 quadruple witching event, the March 18 J.P. Morgan conference appearance as a potential catalyst, and the stock’s 52% drawdown from its October 2025 all-time high.

ChatGPT (OpenAI) — Slightly Bullish

ChatGPT characterised the setup as a “gap-down then partial-repair” trade. With the most aggressive downside opening estimate at $197, ChatGPT expects panic price discovery on Wednesday before a reflexive rebound develops. The analysis placed heavy emphasis on options mechanics, noting that implied volatility of 92.9 exceeded historical volatility and that options had overestimated AVAV’s earnings move 54% of the time historically — suggesting the worst of the repricing could be concentrated in the first session.

ChatGPT leans 57% bullish, driven partly by constructive analyst coverage from Baird, Citizens, and Needham despite target cuts, plus the $200 psychological support zone acting as a short-term floor.

Gemini (Google) — Moderately Bullish

Gemini produced the most expansive analysis (by far the longest submission) and the most bullish outlook of all six chatbots, projecting a 65% probability of a net price increase. Gemini’s thesis rests heavily on mechanical mean reversion: the gap-down instantly prices in the fundamental shock, and the subsequent five days are dominated by passive ETF inflows (through XAR and ITA rebalancing), forced short covering, and options-dealer hedging dynamics.

Gemini provided the most granular treatment of the geopolitical catalyst, detailing the Iran conflict (“Operation Roaring Lion”), the $186 million Switchblade order, and the structural build-out of AeroVironment’s Salt Lake City manufacturing facility. The close target of $206.50 is the highest among the chatbots.

Grok (xAI) — Slightly Bullish

Grok delivered a balanced, technically-grounded analysis with a slight bullish lean (53% upside probability). The forecast calls for high volatility on 11 March around the open and CPI release, followed by exhaustion into the weekend and positioning ahead of the Federal Reserve meeting.

Grok emphasised the interplay between the earnings reaction and macro calendar events, particularly the CPI print, weekly options expiration on 13 March, and the FOMC meeting commencing 17 March. Grok also flagged defence ETF rotation buying as a potential support mechanism and noted that short interest, while elevated at 6.9–9.2% of float, has only 3.9 days to cover — making it material but not squeeze-prone.

Perplexity — Neutral

Perplexity took the most quantitative and data-driven approach, presenting its forecast with precise decimal values derived from statistical modelling of AVAV’s historical post-shock trading patterns. The result is the most conservative price target: a close of $200.69, representing only a 1.3% recovery from the predicted open of $198.17.

Perplexity’s day-by-day path shows near-uniform incremental gains of approximately $0.50 per day — a mechanical drift model that reflects mean reversion dampened by elevated VIX. The probability split of 51.82% bullish to 48.18% bearish is essentially a coin flip, and Perplexity’s estimated range of $175.60 to $223.76 is the widest of any chatbot, reflecting the model’s honest acknowledgement of high uncertainty.

Copilot (Microsoft) — Bearish

Copilot stands as the clear outlier — the lone decisively bearish voice. With a 68% downside probability and a predicted close of $185, Copilot sees the earnings miss and guidance cut as catalysts for sustained selling rather than a one-session gap-and-stabilise event. The base case envisions follow-through selling and options-driven volatility pushing the stock to test $170–$180 mid-period before a partial recovery to $185.

Copilot’s range of $170–$215 includes the most extreme downside tail of any forecast. The analysis warned of institutional re-rating risk following the guidance cut and recommended defined-risk options strategies for anyone trading the name.

Common Themes Across All Six Chatbots

Despite differing conclusions on direction and magnitude, all six chatbots agreed on several key points:

• Earnings miss is the dominant near-term catalyst: Every chatbot identified the Q3 revenue miss, SCAR program impairment, and guidance cut as the primary drivers of the post-market selloff and the expected gap-down open on 11 March.
• Technically oversold territory: The stock enters the week with RSI near or below 30 and all short-term moving averages far above current price — a setup historically associated with reflex bounces.
• Geopolitical and defence spending floor: The Iran conflict and record defence spending provide a structural floor that prevents a freefall scenario, even as it cannot immediately overcome the earnings disappointment.
• Elevated VIX and FOMC overhang: Elevated VIX (approximately 25) and the looming FOMC meeting on 17–18 March will keep positioning cautious and amplify intraday volatility throughout the window.
• Short interest is material but not squeeze-prone: Short interest in the 6–9% of float range is material but insufficient to trigger a short squeeze on its own.

Where the Chatbots Disagree

The most consequential disagreement concerns whether the post-gap price action will be a single-session repricing followed by stabilisation (the majority view from ChatGPT, Gemini, Grok, and to some extent Claude) or the beginning of a multi-day selloff with further downside to $170–$185 (Copilot’s view). This divergence stems from different weighting of institutional selling pressure versus passive ETF flows and mean-reversion mechanics.

Perplexity essentially side-steps this debate entirely by offering a near-flat statistical projection, reflecting its data-driven methodology’s reluctance to take a strong directional stance in high-uncertainty environments.