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Amplitude: OpenAI-powered Wave ships fixes in 1–2 days

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Amplitude: OpenAI-powered Wave ships fixes in 1–2 days

3 Key Points

  1. What happened

    Amplitude says Wave, its proactive product agent that runs roughly 80% on OpenAI models including GPT‑6.1 Sol, helps teams ship product improvements in 1–2 days, down from roughly a month.

  2. Why it matters

    That compression means teams can act on product data — session replays, analytics and code — far sooner, with the agent drafting plans and coding agents handling implementation.

WHO IT HITSProduct managers and engineering teams using Amplitude can move from insight to shipped change faster, with coding agents like Codex handling implementation and humans reviewing bigger bets.

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Context & Analysis

Amplitude has built its business on helping teams see how people actually use their products, and Wave is its attempt to close the loop from insight to shipped change. The agent pulls together Amplitude data, session replays, customer feedback and code to spot opportunities, then drafts a technical plan and hands it to coding agents such as Codex. That division of labor is why Amplitude splits work across several OpenAI models: deep reasoning for investigations, cheaper models for high-volume checks, and an image model for mockups.

The homepage test shows how the loop works in practice. In a sample of 100 session replays, 80 users typed their own questions while only 12 selected a suggestion card, so Wave proposed personalizing the cards using recent charts, dashboards or the referring page. After review and an A/B test, messages sent through the cards rose 160% relative to control after one day. Amplitude's own evaluations also favored GPT‑6.1 Sol on investigation quality and speed, though a separate data science evaluation showed another leading model scoring slightly higher at a higher per-dispatch cost. Wave remains in beta, and Amplitude says most teams still route bug fixes straight to coding agents while new features get human review.

FAQ
Which OpenAI models does Wave use?
Amplitude uses GPT‑6.1 Sol for deep investigations, GPT‑6 Luna for frequent low-cost tasks, and GPT‑Image‑2.5 Flare for mockups.
How does Wave compare with alternative models?
GPT‑6.1 Sol scored 4.06 out of 5 on Wave's Opportunity Investigator versus 3.62, 3.52 and 2.94 for three alternatives, and led on all five criteria.
Is Wave generally available?
Wave is in beta, and Amplitude says customers across industries are already using it to identify and ship product improvements.
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