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Illustration for: OpenAI Slashes GPT-5.6 Luna Price by 80%
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OpenAI Slashes GPT-5.6 Luna Price by 80%

OpenAI cut combined token pricing on its GPT-5.6 Luna model by 80% to $1.40 per million tokens, undercutting Google's cheapest Gemini tier as the AI price war intensifies.

By the Numbers

80%
Luna price cut
$1.40/1M
New combined price
20%
Terra price cut
$70/1M
Sol Fast price
TC
Trace Cohen
Early-stage VC & angel · Founder, New York Venture Partners
July 31, 2026
1 min read
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THE RUNDOWN

1

Luna's combined input-output price fell to $1.40 per million tokens (20 cents input, $1.20 output), down from $7 previously, while the mid-tier Terra model dropped 20% -- OpenAI's steepest simultaneous price cuts of the year

2

The new Luna pricing undercuts Google's Gemini 3.5 Flash-Lite ($2.80 combined) and Gemini 3.6 Flash ($9 combined), directly targeting high-throughput, low-latency workloads like summarization, classification and routing

3

OpenAI simultaneously launched a premium "Sol Fast" mode for its flagship GPT-5.6 Sol at $70 per million tokens combined, offering 2.5x throughput at double the standard cost -- splitting its lineup into a cheap commodity tier and an expensive premium tier at once

4

The cuts land one day after DeepSeek released DeepSeek-V4-Flash-0731, intensifying pressure on OpenAI's lower-cost tiers from both US and Chinese competitors simultaneously

TC

The VC Read · Trace's Take

Trace Cohen

Splitting the lineup into a race-to-the-bottom commodity tier and a 5x-priced premium tier in the same announcement is the real story -- OpenAI is admitting Luna-class inference is now a margin-negative loss leader against Gemini and DeepSeek, and Sol Fast is where it's actually trying to make money. Anyone building a startup on "we're cheaper than GPT" as a moat should be nervous; that moat gets arbitraged in a press release now.

AI Chip & Model Wars →

Analysis

OpenAI cut combined token pricing on its GPT-5.6 Luna model by 80% this week, bringing the blended input-output rate down to $1.40 per million tokens -- 20 cents for input, $1.20 for output -- from $7 previously. The mid-tier Terra model dropped a further 20% in the same announcement, OpenAI's steepest simultaneous price moves of the year.

The new Luna pricing directly undercuts Google's cheapest Gemini tiers: Gemini 3.5 Flash-Lite runs $2.80 combined and Gemini 3.6 Flash runs $9, meaning OpenAI is now the cheapest major-lab option for the high-throughput, low-latency workloads -- summarization, classification, routing -- where price sensitivity is highest and margins are thinnest.

“OpenAI's move reads as much as a defensive response to DeepSeek and Gemini's cheaper tiers as it does an aggressive land-grab.”

In the same announcement, OpenAI launched a premium "Sol Fast" mode for its flagship GPT-5.6 Sol model, priced at $70 per million tokens combined for 2.5x throughput over the standard tier. Cutting the cheap tier 80% while introducing a 5x-priced premium tier in the same breath effectively splits OpenAI's lineup into a race-to-the-bottom commodity layer and a high-margin premium layer simultaneously.

The timing adds pressure from multiple directions at once: the cuts land one day after DeepSeek released DeepSeek-V4-Flash-0731, a competitively priced Chinese model squeezing the same low-cost segment from the other side. OpenAI's move reads as much as a defensive response to DeepSeek and Gemini's cheaper tiers as it does an aggressive land-grab.

What to watch: whether Google or DeepSeek respond with further cuts of their own, and how quickly startups currently differentiating on "cheaper than GPT" pricing have to rework that pitch now that the price gap has narrowed sharply.

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Reported by VentureBeat · Analysis by Value Add Pulse.

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@Trace_Cohen·t@nyvp.com