Goldman says AI productivity gains are not here yet. But these stocks will benefit most when they begin
Goldman Sachs says enterprise AI productivity gains have not yet shown up broadly, as spending is still focused on infrastructure. In a research note, strategist Ben Snider proposes a framework using labor exposure to AI automation to flag Russell 1000 beneficiaries. The list includes CoStar Group, Dollar Tree, and eBay, with software, services, finance and biotech highlighted.
How this was made

The 30-second read
Why it matters
The piece is a thematic stock-selection framework tied to a productivity narrative, with one anecdotal example (Doximity) suggesting upside surprises are possible when AI ROI is measurable.
Market read
Traders may use the list for relative-value positioning, but the article does not introduce new, tradable company-specific fundamentals beyond analyst framing.
What to watch
Wage-bill exposure and labor intensity do not guarantee successful AI implementation, and the article itself notes investors want to avoid speculation about which firms execute best.
Background
Goldman argues enterprise AI spending is still mostly in infrastructure, so earnings impact should become clearer in coming quarters, and it builds a screen using wage-bill AI automation exposure versus labor costs as a share of sales.
Ticker impact
Goldman’s Russell 1000 productivity list names CoStar Group as a potential beneficiary from future enterprise AI productivity gains.
Limited near-term impact; any move would likely track broader AI productivity optimism rather than a new CSGP-specific catalyst.
This is an analyst thematic screen, not a new company disclosure, guidance change, or measurable datapoint for CSGP.
Goldman’s list includes Dollar Tree as a productivity beneficiary based on wage-bill exposure to AI automation and labor intensity.
Low probability of a sustained repricing from this alone; traders may treat it as incremental positioning guidance.
No new DLTR operational metric, contract, or earnings update is provided, only a model-based inclusion.
Goldman’s strategists cite eBay as one of the stocks most exposed to AI productivity increases via labor intensity and AI sensitivity.
Likely modest, sentiment-driven effect at most, absent a fresh EBAY-specific catalyst.
The article provides no new EBAY results, product launch details, or quantified AI ROI for the company.
Market effects
Highlights software, professional services, finance, and biotech as sectors with high labor intensity and AI sensitivity, reinforcing a potential rotation toward “productivity beneficiaries.”
Primarily US large-cap positioning within the Russell 1000.
Could influence global AI equity sentiment by reinforcing the narrative that application-level productivity is the next earnings driver.
Counterpoint
AI productivity may remain infrastructure-heavy longer than expected, so model-based “beneficiary” screens could underperform if ROI timing slips.
Key entities
- analystBen Snider
Goldman U.S. equity strategist who authored the research note describing the productivity screen and timing expectations.
- companyCoStar Group
Named as a Russell 1000 productivity beneficiary in Goldman’s list.
- companyDollar Tree
Named as a Russell 1000 productivity beneficiary in Goldman’s list.
- companyeBay
Named as a Russell 1000 productivity beneficiary in Goldman’s list.
- companyDoximity
Used as an example where CEO said AI search economics produced revenues-per-search far above tool costs.




