JFrog (FROG) is back in focus after upbeat analyst commentary around demand for its software supply chain platform coincided with a new integration into Cursor’s AI coding agent, tying the stock more tightly to AI development workflows.
See our latest analysis for JFrog.
That Cursor plugin launch and recent analyst upgrades have come after a choppy period, with a 21.48% 30 day share price return and a 17.22% year to date share price decline sitting alongside a 73.08% 1 year total shareholder return and 137.52% 3 year total shareholder return. This suggests that longer term momentum is still stronger than the recent pullback.
If JFrog’s AI angle has your attention, it can be useful to see what else is moving in this space, starting with 65 profitable AI stocks that aren't just burning cash.
So with JFrog trading at US$49.31, an intrinsic value estimate that implies roughly a 19% discount and analyst targets sitting higher, is the recent wobble a fresh entry point, or are markets already taking future growth into account?
Most Popular Narrative: 29.2% Undervalued
With JFrog’s fair value narrative sitting at $69.65 against a last close of $49.31, the gap focuses on how AI driven software pipelines evolve.
Accelerating adoption of AI and machine learning across enterprises is driving increased demand for trusted, scalable artifact and AI model management; JFrog's position as the system of record for binaries and rapid traction as a model registry (including strategic wins with NVIDIA and AI industry leaders) supports strong expansion in data consumption, customer commitments, and revenue growth.
Curious why this widely followed narrative thinks the current price leaves room on the table? It leans on faster revenue scaling, richer margins, and a punchy future earnings multiple, all tied to AI heavy workloads and multi year enterprise commitments.
Result: Fair Value of $69.65 (UNDERVALUED)
Have a read of the narrative in full and understand what's behind the forecasts.
However, there are still watchpoints, including competition in security tools and the risk that AI driven DevOps shifts could reduce the importance of traditional artifact repositories.
Find out about the key risks to this JFrog narrative.
Another View: Rich Sales Multiple vs Growth Profile
Those fair value models point to upside, but the current P/S of 11.1x stands well above the US Software industry at 3.6x and peers at 5x, and even above a fair ratio of 6.1x. That premium suggests expectations are already high and raises the question of how much margin of safety is really here.
See what the numbers say about this price — find out in our valuation breakdown.
Next Steps
With sentiment split between opportunity and caution, this is a moment to move quickly and review the underlying data for yourself, including the 3 key rewards and 3 important warning signs.
Looking for more investment ideas?
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This article by Simply Wall St is general in nature. We provide commentary based on historical data and analyst forecasts only using an unbiased methodology and our articles are not intended to be financial advice. It does not constitute a recommendation to buy or sell any stock, and does not take account of your objectives, or your financial situation. We aim to bring you long-term focused analysis driven by fundamental data. Note that our analysis may not factor in the latest price-sensitive company announcements or qualitative material. Simply Wall St has no position in any stocks mentioned.
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