CITIC Securities has flagged a wave of sentiment-driven adjustments across China’s software application stocks as investors react to the advent of large AI models. The brokerage’s research note characterises the market move as an emotional diffusion — a broad recalibration rather than a uniform reappraisal of every software company’s prospects.
CITIC argues that the emergence of large models and the coming era of AI Agents will reshape value across the software stack. Firms that possess deep industry know‑how, proprietary high‑quality datasets and entrenched enterprise relationships are more likely to preserve durable advantages and capture the growth that AI acceleration promises.
The research recommends focusing on companies that are directly involved in big models, enterprise Agent platforms, verticalised Agent applications, and AI infrastructure. It also highlights segments with flexible upside in a large model world — AI4S (AI for services), advertising and marketing, multimodal applications and robotics — as having greater earnings elasticity to AI-driven adoption.
For investors the note offers a twofold message: in the near term, market prices may swing on sentiment as traders reposition for AI narratives; over the medium term, fundamentals tied to data quality, domain expertise and integration with customer workflows will determine winners. That distinction is important for portfolio construction and sector allocation at a time when headlines about model capability often outpace measurable commercial impact.
For China’s tech ecosystem the brokerage’s view underscores an industry pivot from horizontal model play to differentiated commercialisation. Large foundational models are becoming a baseline capability; the commercial value will accrue to teams that can productise models into agents that solve specific enterprise or vertical workflows, backed by proprietary signals that are costly to replicate.
Policy and competitive dynamics matter. Cloud providers, telcos and incumbent software vendors that combine compute, data and go‑to‑market reach could entrench positions, while smaller pure‑play application firms face consolidation pressure unless they own unique datasets or industry integrations. Expect increased M&A, a redistribution of tech talent toward agent and infra stacks, and a continued investor premium for demonstrable monetisation rather than speculative capability claims.