Loading... - Summarizer

Uber's $1,500/month AI limit is a useful signal for AI tool pricing

644 comments · 33,743 words

Complete Created: Jun 4, 05:37 AM (00:08:33)

Models: Claude Opus 4.5 (analyze) · Gemini 3 Flash (tag) · Gemini 3 Flash (summarize)

Article Summary

Simon Willison reports that Uber has implemented a $1,500 monthly cap per AI coding tool (like Claude Code or Cursor) for each employee, following reports of overspending on AI budgets. Willison notes this cap represents roughly 11% of the median Uber software engineer's $330,000 compensation package, and compares it to his own usage of approximately $1,000/month per provider, which costs him only $100 due to subsidized individual plans unavailable to large enterprises.

Comment Summary

The discussion centers on whether AI coding tools provide sufficient ROI to justify their costs, with debates about subsidized pricing, competition from cheaper Chinese models like DeepSeek, and whether current spending levels are sustainable. Commenters discuss the gap between enterprise API pricing and consumer subscriptions, question whether companies are seeing real productivity gains, debate local vs. cloud inference economics, and express skepticism about whether AI coding represents a fad or genuine transformation. Many note the disconnect between AI enthusiasm and measurable business outcomes.

Topics

Token Pricing Economics (124 comments) (Discussion of whether current API prices are subsidized, the gap between enterprise and consumer pricing, competition driving prices down, and whether AI companies can sustain current pricing models while recovering training costs)

ROI and Productivity Measurement (96 comments) (Skepticism about whether AI coding tools deliver measurable productivity gains, difficulty quantifying value, concerns that increased code output doesn't translate to revenue)

Chinese AI Competition (71 comments) (Debates about DeepSeek and other Chinese models offering comparable quality at lower prices, concerns about data privacy, open-weight models enabling US/EU hosting, and potential market disruption)

Enterprise AI Adoption Skepticism (71 comments) (Questioning whether corporate AI spending reflects genuine value or FOMO-driven adoption, comparisons to past technology hype cycles)

Local vs Cloud Inference (69 comments) (Analysis of self-hosting economics including hardware costs, electricity, and maintenance versus cloud API pricing, with discussion of when local models make financial sense for enterprises)

AI Bubble Comparisons (65 comments) (Drawing parallels to dotcom bubble, biotech booms, and questions about whether current AI investment levels are sustainable or represent irrational exuberance)

GPU Hardware Depreciation (60 comments) (Debates about physical degradation of chips, obsolescence timelines, opportunity costs of running older hardware, and whether datacenters will need constant hardware refreshes)

Fully-Loaded Engineer Costs (60 comments) (Discussion of true employee costs including benefits, office space, and overhead, contextualizing AI spending against total compensation)

Token Budget Management (56 comments) (Strategies for controlling AI spend including caps, model selection, caching, and whether limits force more thoughtful usage patterns)

Data Center Economics (46 comments) (Discussion of debt financing for AI infrastructure, duration mismatch between fixed costs and declining token revenue, and concerns about long-term profitability)

Vibe Coding Concerns (45 comments) (Criticism of developers producing large volumes of AI-generated code without understanding it, creating unmaintainable systems, technical debt, and the gap between demo quality and production quality)

Code Quality Without AI (43 comments) (Arguments that experienced developers don't need AI for quality work, concerns about deskilling, and the value of human understanding and code ownership)

AI as Junior Developer (43 comments) (Comparisons of AI output quality to junior engineers, with debates about supervision requirements and whether AI amplifies or replaces developer capability)

Subscription vs API Pricing (40 comments) (Explanation of how consumer subscriptions offer 10x+ value compared to enterprise API pricing, creating pricing disparity between individual developers and companies)

Flash vs Frontier Models (36 comments) (Arguments that smaller, cheaper models work well enough for most tasks with proper guidance, questioning whether expensive frontier models are necessary for everyday coding)

Agentic Workflow Overhead (31 comments) (Discussion of token-hungry agent pipelines that architect, review, test, and iterate, burning far more tokens than simple code generation)

Model Routing Strategies (24 comments) (Using different models for different tasks, routing simple queries to cheaper models, and harness optimization to reduce costs while maintaining quality)

IPO and Market Pressures (19 comments) (Speculation that AI companies rushing to IPO before bubble bursts, concerns about unsustainable business models and need to show profitability)

Refactoring and Boilerplate (18 comments) (AI excelling at tedious code transformations, package migrations, and repetitive tasks that don't require deep understanding but save significant time)

Context and Lock-in Concerns (17 comments) (Worries about accumulating knowledge in specific AI platforms, difficulty switching providers, and desire for portable context systems)

Raw Files

Execution Log

[2026-06-04T12:37:33.199Z] Starting step: fetch_pages (attempt 1) [2026-06-04T12:37:33.222Z] Fetching HN page: https://news.ycombinator.com/item?id=48383056 [2026-06-04T12:37:33.380Z] Fetched HN page: 993189 bytes [2026-06-04T12:37:33.656Z] Extracted title: Uber's $1,500/month AI limit is a useful signal for AI tool pricing [2026-06-04T12:37:33.675Z] Extracted linked URL: https://simonwillison.net/2026/Jun/3/uber-caps-usage/ [2026-06-04T12:37:33.692Z] Fetching linked article: https://simonwillison.net/2026/Jun/3/uber-caps-usage/ [2026-06-04T12:37:33.735Z] Fetched linked article: 16017 bytes [2026-06-04T12:37:33.871Z] Completed step: fetch_pages in 655ms [2026-06-04T12:37:34.230Z] Starting step: extract_text (attempt 1) [2026-06-04T12:37:34.342Z] Extracted HN text: 232049 chars [2026-06-04T12:37:34.530Z] Extracted 644 comments [2026-06-04T12:37:34.678Z] Extracted linked article text: 2737 chars, 470 words [2026-06-04T12:37:34.824Z] Comment word count: 33743 [2026-06-04T12:37:34.883Z] Completed step: extract_text in 638ms [2026-06-04T12:37:36.384Z] Starting step: analyze_content (attempt 1) [2026-06-04T12:37:36.487Z] Calling claude-opus-4-5-20251101 (article: 2737 chars, 644 comments) [2026-06-04T12:38:05.370Z] Analysis complete: 20 topics, 47503 input tokens, 1031 output tokens [2026-06-04T12:38:05.403Z] Completed step: analyze_content in 29003ms [2026-06-04T12:38:05.809Z] Starting step: tag_comments (attempt 1) [2026-06-04T12:38:05.845Z] Tagging 644 comments with 20 topics (batch size: 50) [2026-06-04T12:38:05.863Z] Processing batch 1/13 (50 comments) [2026-06-04T12:38:25.577Z] Batch 1 complete: 83 tags assigned [2026-06-04T12:38:25.593Z] Processing batch 2/13 (50 comments) [2026-06-04T12:38:52.120Z] Batch 2 complete: 77 tags assigned [2026-06-04T12:38:52.137Z] Processing batch 3/13 (50 comments) [2026-06-04T12:39:19.235Z] Batch 3 complete: 88 tags assigned [2026-06-04T12:39:19.252Z] Processing batch 4/13 (50 comments) [2026-06-04T12:39:43.480Z] Batch 4 complete: 91 tags assigned [2026-06-04T12:39:43.497Z] Processing batch 5/13 (50 comments) [2026-06-04T12:40:23.261Z] Batch 5 complete: 81 tags assigned [2026-06-04T12:40:23.278Z] Processing batch 6/13 (50 comments) [2026-06-04T12:40:50.909Z] Batch 6 complete: 86 tags assigned [2026-06-04T12:40:50.925Z] Processing batch 7/13 (50 comments) [2026-06-04T12:41:14.216Z] Batch 7 complete: 95 tags assigned [2026-06-04T12:41:14.232Z] Processing batch 8/13 (50 comments) [2026-06-04T12:41:41.397Z] Batch 8 complete: 86 tags assigned [2026-06-04T12:41:41.416Z] Processing batch 9/13 (50 comments) [2026-06-04T12:42:02.339Z] Batch 9 complete: 77 tags assigned [2026-06-04T12:42:02.372Z] Processing batch 10/13 (50 comments) [2026-06-04T12:42:26.131Z] Batch 10 complete: 80 tags assigned [2026-06-04T12:42:26.148Z] Processing batch 11/13 (50 comments) [2026-06-04T12:42:52.874Z] Batch 11 complete: 86 tags assigned [2026-06-04T12:42:52.891Z] Processing batch 12/13 (50 comments) [2026-06-04T12:43:12.393Z] Batch 12 complete: 87 tags assigned [2026-06-04T12:43:12.410Z] Processing batch 13/13 (44 comments) [2026-06-04T12:43:26.587Z] Batch 13 complete: 69 tags assigned [2026-06-04T12:43:26.606Z] Tagging complete: 1086 total tags, 74925 input tokens, 15737 output tokens [2026-06-04T12:43:26.624Z] Completed step: tag_comments in 320795ms [2026-06-04T12:43:26.781Z] Starting step: summarize_topics (attempt 1) [2026-06-04T12:43:26.801Z] Summarizing 20 topics [2026-06-04T12:43:26.822Z] Summarizing topic 1/20: "Token Pricing Economics # Discussion of whether current API prices are subsidized, the gap between enterprise and consumer pricing, competition driving prices down, and whether AI companies can sustain current pricing models while recovering training costs" (124 comments) [2026-06-04T12:43:36.411Z] Topic 1 summarized (10489 in, 153 out) [2026-06-04T12:43:36.439Z] Summarizing topic 2/20: "Chinese AI Competition # Debates about DeepSeek and other Chinese models offering comparable quality at lower prices, concerns about data privacy, open-weight models enabling US/EU hosting, and potential market disruption" (71 comments) [2026-06-04T12:43:45.612Z] Topic 2 summarized (5043 in, 173 out) [2026-06-04T12:43:45.652Z] Summarizing topic 3/20: "Local vs Cloud Inference # Analysis of self-hosting economics including hardware costs, electricity, and maintenance versus cloud API pricing, with discussion of when local models make financial sense for enterprises" (69 comments) [2026-06-04T12:43:55.285Z] Topic 3 summarized (6541 in, 174 out) [2026-06-04T12:43:55.315Z] Summarizing topic 4/20: "ROI and Productivity Measurement # Skepticism about whether AI coding tools deliver measurable productivity gains, difficulty quantifying value, concerns that increased code output doesn't translate to revenue" (96 comments) [2026-06-04T12:44:03.801Z] Topic 4 summarized (8224 in, 185 out) [2026-06-04T12:44:03.826Z] Summarizing topic 5/20: "Vibe Coding Concerns # Criticism of developers producing large volumes of AI-generated code without understanding it, creating unmaintainable systems, technical debt, and the gap between demo quality and production quality" (45 comments) [2026-06-04T12:44:10.453Z] Topic 5 summarized (4886 in, 170 out) [2026-06-04T12:44:10.481Z] Summarizing topic 6/20: "Flash vs Frontier Models # Arguments that smaller, cheaper models work well enough for most tasks with proper guidance, questioning whether expensive frontier models are necessary for everyday coding" (36 comments) [2026-06-04T12:44:17.183Z] Topic 6 summarized (3001 in, 166 out) [2026-06-04T12:44:17.208Z] Summarizing topic 7/20: "Subscription vs API Pricing # Explanation of how consumer subscriptions offer 10x+ value compared to enterprise API pricing, creating pricing disparity between individual developers and companies" (40 comments) [2026-06-04T12:44:22.923Z] Topic 7 summarized (3032 in, 187 out) [2026-06-04T12:44:22.950Z] Summarizing topic 8/20: "AI Bubble Comparisons # Drawing parallels to dotcom bubble, biotech booms, and questions about whether current AI investment levels are sustainable or represent irrational exuberance" (65 comments) [2026-06-04T12:44:30.662Z] Topic 8 summarized (4660 in, 163 out) [2026-06-04T12:44:30.686Z] Summarizing topic 9/20: "Data Center Economics # Discussion of debt financing for AI infrastructure, duration mismatch between fixed costs and declining token revenue, and concerns about long-term profitability" (46 comments) [2026-06-04T12:44:39.973Z] Topic 9 summarized (4610 in, 148 out) [2026-06-04T12:44:40.000Z] Summarizing topic 10/20: "GPU Hardware Depreciation # Debates about physical degradation of chips, obsolescence timelines, opportunity costs of running older hardware, and whether datacenters will need constant hardware refreshes" (60 comments) [2026-06-04T12:44:46.863Z] Topic 10 summarized (4861 in, 159 out) [2026-06-04T12:44:46.884Z] Summarizing topic 11/20: "Code Quality Without AI # Arguments that experienced developers don't need AI for quality work, concerns about deskilling, and the value of human understanding and code ownership" (43 comments) [2026-06-04T12:44:55.078Z] Topic 11 summarized (4150 in, 182 out) [2026-06-04T12:44:55.105Z] Summarizing topic 12/20: "Enterprise AI Adoption Skepticism # Questioning whether corporate AI spending reflects genuine value or FOMO-driven adoption, comparisons to past technology hype cycles" (71 comments) [2026-06-04T12:45:01.282Z] Topic 12 summarized (4744 in, 129 out) [2026-06-04T12:45:01.309Z] Summarizing topic 13/20: "Model Routing Strategies # Using different models for different tasks, routing simple queries to cheaper models, and harness optimization to reduce costs while maintaining quality" (24 comments) [2026-06-04T12:45:09.535Z] Topic 13 summarized (2159 in, 126 out) [2026-06-04T12:45:09.559Z] Summarizing topic 14/20: "Context and Lock-in Concerns # Worries about accumulating knowledge in specific AI platforms, difficulty switching providers, and desire for portable context systems" (17 comments) [2026-06-04T12:45:16.084Z] Topic 14 summarized (1532 in, 148 out) [2026-06-04T12:45:16.110Z] Summarizing topic 15/20: "Refactoring and Boilerplate # AI excelling at tedious code transformations, package migrations, and repetitive tasks that don't require deep understanding but save significant time" (18 comments) [2026-06-04T12:45:25.224Z] Topic 15 summarized (2723 in, 158 out) [2026-06-04T12:45:25.249Z] Summarizing topic 16/20: "Token Budget Management # Strategies for controlling AI spend including caps, model selection, caching, and whether limits force more thoughtful usage patterns" (56 comments) [2026-06-04T12:45:32.555Z] Topic 16 summarized (4336 in, 122 out) [2026-06-04T12:45:32.581Z] Summarizing topic 17/20: "Fully-Loaded Engineer Costs # Discussion of true employee costs including benefits, office space, and overhead, contextualizing AI spending against total compensation" (60 comments) [2026-06-04T12:45:38.397Z] Topic 17 summarized (5162 in, 162 out) [2026-06-04T12:45:38.424Z] Summarizing topic 18/20: "AI as Junior Developer # Comparisons of AI output quality to junior engineers, with debates about supervision requirements and whether AI amplifies or replaces developer capability" (43 comments) [2026-06-04T12:45:46.794Z] Topic 18 summarized (4282 in, 190 out) [2026-06-04T12:45:46.820Z] Summarizing topic 19/20: "IPO and Market Pressures # Speculation that AI companies rushing to IPO before bubble bursts, concerns about unsustainable business models and need to show profitability" (19 comments) [2026-06-04T12:45:53.720Z] Topic 19 summarized (1772 in, 125 out) [2026-06-04T12:45:53.744Z] Summarizing topic 20/20: "Agentic Workflow Overhead # Discussion of token-hungry agent pipelines that architect, review, test, and iterate, burning far more tokens than simple code generation" (31 comments) [2026-06-04T12:46:00.021Z] Topic 20 summarized (3323 in, 172 out) [2026-06-04T12:46:00.038Z] Summarization complete: 20 topics, 89530 input tokens, 3192 output tokens [2026-06-04T12:46:00.056Z] Completed step: summarize_topics in 153261ms [2026-06-04T12:46:00.090Z] Job completed successfully

LLM Invocations (Total: $0.4023)

Time	Purpose	Model	Duration	Outcome	Input	Output	Cost
05:38 AM	Generate summaries	claude-opus-4-5-20251101	28.4s	Success	Input (47,503)	Output (1,031)	$0.2633
05:38 AM	Tag comments	gemini-3-flash-preview	19.4s	Success	Input (6,129)	Output (1,573)	$0.0078
05:38 AM	Tag comments	gemini-3-flash-preview	26.2s	Success	Input (6,178)	Output (1,179)	$0.0066
05:39 AM	Tag comments	gemini-3-flash-preview	26.8s	Success	Input (5,065)	Output (1,181)	$0.0061
05:39 AM	Tag comments	gemini-3-flash-preview	23.9s	Success	Input (6,031)	Output (1,216)	$0.0067
05:40 AM	Tag comments	gemini-3-flash-preview	39.4s	Success	Input (5,889)	Output (1,193)	$0.0065
05:40 AM	Tag comments	gemini-3-flash-preview	27.4s	Success	Input (5,884)	Output (1,209)	$0.0066
05:41 AM	Tag comments	gemini-3-flash-preview	23.0s	Success	Input (6,449)	Output (1,226)	$0.0069
05:41 AM	Tag comments	gemini-3-flash-preview	26.9s	Success	Input (6,162)	Output (1,198)	$0.0067
05:42 AM	Tag comments	gemini-3-flash-preview	20.7s	Success	Input (6,142)	Output (1,163)	$0.0066
05:42 AM	Tag comments	gemini-3-flash-preview	23.4s	Success	Input (5,617)	Output (1,191)	$0.0064
05:42 AM	Tag comments	gemini-3-flash-preview	26.4s	Success	Input (5,961)	Output (1,188)	$0.0065
05:43 AM	Tag comments	gemini-3-flash-preview	19.0s	Success	Input (4,868)	Output (1,199)	$0.0060
05:43 AM	Tag comments	gemini-3-flash-preview	13.9s	Success	Input (4,550)	Output (1,021)	$0.0053
05:43 AM	Summarize topic	gemini-3-flash-preview	9.3s	Success	Input (10,489)	Output (153)	$0.0057
05:43 AM	Summarize topic	gemini-3-flash-preview	8.9s	Success	Input (5,043)	Output (173)	$0.0030
05:43 AM	Summarize topic	gemini-3-flash-preview	9.3s	Success	Input (6,541)	Output (174)	$0.0038
05:44 AM	Summarize topic	gemini-3-flash-preview	8.2s	Success	Input (8,224)	Output (185)	$0.0047
05:44 AM	Summarize topic	gemini-3-flash-preview	6.3s	Success	Input (4,886)	Output (170)	$0.0030
05:44 AM	Summarize topic	gemini-3-flash-preview	6.4s	Success	Input (3,001)	Output (166)	$0.0020
05:44 AM	Summarize topic	gemini-3-flash-preview	5.4s	Success	Input (3,032)	Output (187)	$0.0021
05:44 AM	Summarize topic	gemini-3-flash-preview	7.4s	Success	Input (4,660)	Output (163)	$0.0028
05:44 AM	Summarize topic	gemini-3-flash-preview	9.0s	Success	Input (4,610)	Output (148)	$0.0027
05:44 AM	Summarize topic	gemini-3-flash-preview	6.6s	Success	Input (4,861)	Output (159)	$0.0029
05:44 AM	Summarize topic	gemini-3-flash-preview	7.9s	Success	Input (4,150)	Output (182)	$0.0026
05:45 AM	Summarize topic	gemini-3-flash-preview	5.9s	Success	Input (4,744)	Output (129)	$0.0028
05:45 AM	Summarize topic	gemini-3-flash-preview	7.9s	Success	Input (2,159)	Output (126)	$0.0015
05:45 AM	Summarize topic	gemini-3-flash-preview	6.2s	Success	Input (1,532)	Output (148)	$0.0012
05:45 AM	Summarize topic	gemini-3-flash-preview	8.9s	Success	Input (2,723)	Output (158)	$0.0018
05:45 AM	Summarize topic	gemini-3-flash-preview	7.0s	Success	Input (4,336)	Output (122)	$0.0025
05:45 AM	Summarize topic	gemini-3-flash-preview	5.4s	Success	Input (5,162)	Output (162)	$0.0031
05:45 AM	Summarize topic	gemini-3-flash-preview	8.0s	Success	Input (4,282)	Output (190)	$0.0027
05:45 AM	Summarize topic	gemini-3-flash-preview	6.6s	Success	Input (1,772)	Output (125)	$0.0013
05:45 AM	Summarize topic	gemini-3-flash-preview	6.0s	Success	Input (3,323)	Output (172)	$0.0022

Time

Purpose

Model

Duration

Outcome

Input

Output

Cost

05:38 AM

Generate summaries

claude-opus-4-5-20251101

28.4s

Success

Input (47,503)

Output (1,031)

$0.2633

05:38 AM

Tag comments

gemini-3-flash-preview

19.4s

Success

Input (6,129)

Output (1,573)

$0.0078

05:38 AM

Tag comments

gemini-3-flash-preview

26.2s

Success

Input (6,178)

Output (1,179)

$0.0066

05:39 AM

Tag comments

gemini-3-flash-preview

26.8s

Success

Input (5,065)

Output (1,181)

$0.0061

05:39 AM

Tag comments

gemini-3-flash-preview

23.9s

Success

Input (6,031)

Output (1,216)

$0.0067

05:40 AM

Tag comments

gemini-3-flash-preview

39.4s

Success

Input (5,889)

Output (1,193)

$0.0065

05:40 AM

Tag comments

gemini-3-flash-preview

27.4s

Success

Input (5,884)

Output (1,209)

$0.0066

05:41 AM

Tag comments

gemini-3-flash-preview

23.0s

Success

Input (6,449)

Output (1,226)

$0.0069

05:41 AM

Tag comments

gemini-3-flash-preview

26.9s

Success

Input (6,162)

Output (1,198)

$0.0067

05:42 AM

Tag comments

gemini-3-flash-preview

20.7s

Success

Input (6,142)

Output (1,163)

$0.0066

05:42 AM

Tag comments

gemini-3-flash-preview

23.4s

Success

Input (5,617)

Output (1,191)

$0.0064

05:42 AM

Tag comments

gemini-3-flash-preview

26.4s

Success

Input (5,961)

Output (1,188)

$0.0065

05:43 AM

Tag comments

gemini-3-flash-preview

19.0s

Success

Input (4,868)

Output (1,199)

$0.0060

05:43 AM

Tag comments

gemini-3-flash-preview

13.9s

Success

Input (4,550)

Output (1,021)

$0.0053

05:43 AM

Summarize topic

gemini-3-flash-preview

9.3s

Success

Input (10,489)

Output (153)

$0.0057

05:43 AM

Summarize topic

gemini-3-flash-preview

8.9s

Success

Input (5,043)

Output (173)

$0.0030

05:43 AM

Summarize topic

gemini-3-flash-preview

9.3s

Success

Input (6,541)

Output (174)

$0.0038

05:44 AM

Summarize topic

gemini-3-flash-preview

8.2s

Success

Input (8,224)

Output (185)

$0.0047

05:44 AM

Summarize topic

gemini-3-flash-preview

6.3s

Success

Input (4,886)

Output (170)

$0.0030

05:44 AM

Summarize topic

gemini-3-flash-preview

6.4s

Success

Input (3,001)

Output (166)

$0.0020

05:44 AM

Summarize topic

gemini-3-flash-preview

5.4s

Success

Input (3,032)

Output (187)

$0.0021

05:44 AM

Summarize topic

gemini-3-flash-preview

7.4s

Success

Input (4,660)

Output (163)

$0.0028

05:44 AM

Summarize topic

gemini-3-flash-preview

9.0s

Success

Input (4,610)

Output (148)

$0.0027

05:44 AM

Summarize topic

gemini-3-flash-preview

6.6s

Success

Input (4,861)

Output (159)

$0.0029

05:44 AM

Summarize topic

gemini-3-flash-preview

7.9s

Success

Input (4,150)

Output (182)

$0.0026

05:45 AM

Summarize topic

gemini-3-flash-preview

5.9s

Success

Input (4,744)

Output (129)

$0.0028

05:45 AM

Summarize topic

gemini-3-flash-preview

7.9s

Success

Input (2,159)

Output (126)

$0.0015

05:45 AM

Summarize topic

gemini-3-flash-preview

6.2s

Success

Input (1,532)

Output (148)

$0.0012

05:45 AM

Summarize topic

gemini-3-flash-preview

8.9s

Success

Input (2,723)

Output (158)

$0.0018

05:45 AM

Summarize topic

gemini-3-flash-preview

7.0s

Success

Input (4,336)

Output (122)

$0.0025

05:45 AM

Summarize topic

gemini-3-flash-preview

5.4s

Success

Input (5,162)

Output (162)

$0.0031

05:45 AM

Summarize topic

gemini-3-flash-preview

8.0s

Success

Input (4,282)

Output (190)

$0.0027

05:45 AM

Summarize topic

gemini-3-flash-preview

6.6s

Success

Input (1,772)

Output (125)

$0.0013

05:45 AM

Summarize topic

gemini-3-flash-preview

6.0s

Success

Input (3,323)

Output (172)

$0.0022