clawdboard_// opus 4.8 statistics>Opus 4.8 Usage Statistics
flagshipReal usage data for Opus 4.8 from 34 developers on clawdboard. Opus 4.8 is the most capable model in Anthropic's Claude family, favored for complex coding tasks that require deep reasoning and extended context. All costs are estimated from token counts and published Anthropic API pricing.
As of August 28, 2026 at 7:37 AM UTC, Opus 4.8 ranks #1 out of 134 tracked AI coding models on clawdboard, accounting for 20.3% of total community spend. 34 developers have used Opus 4.8, generating $152k in estimated API cost and 189.8B tokens (385.5M input, 751.8M output). The average estimated cost per developer is $4.5k (median: $2.2k). Opus 4.8 has been tracked on clawdboard since May 28, 2026. Data is updated hourly from opt-in developer usage logs.Last updated: August 28, 2026 at 7:37 AM UTC · Refreshed hourly · Tracked since May 28, 2026
>Opus 4.8 at a Glance
Aggregate Opus 4.8 usage across all 34 developers who have used this model.
Total Estimated Cost
$152k
20.3% of community spend
Total Tokens
189.8B
34% input / 66% output
Developers
34
using Opus 4.8
Model Rank
#1
of 134 tracked models
Detailed breakdown
Avg Cost per Developer
$4.5k
median: $2.2k
Input Tokens
385.5M
prompt + context
Output Tokens
751.8M
generated responses
Avg Cost per Token
$0.000001
estimated blended rate
>Opus 4.8 Daily Usage Trends
How much are developers spending on Opus 4.8 each day? This chart shows the 7-day moving average of estimated daily cost and active user count. Spikes often correspond to new version releases or pricing changes.
Daily Opus 4.8 Usage
Last 90 days · 7-day moving average
Opus 4.8 Token Breakdown
Developers have consumed 189.8B tokens through Opus 4.8, split between 385.5M input tokens (prompts, context, files) and 751.8M output tokens (generated code, explanations, edits).
Prompt caching has processed 6.5B cache creation tokens and 182.2B cache read tokens. Cache reads are significantly cheaper per token, reducing the effective cost for developers with repeated context.
The higher output-to-input ratio suggests the model generates more content than it receives, typical for code generation and completion tasks..
How Much Does Opus 4.8 Cost for Coding?
Based on data from 34 developers, the average estimated Opus 4.8 usage cost is $4.5k per developer (all-time). The median is $2.2k, reflecting the gap between occasional and heavy Opus 4.8 users.
Opus 4.8 accounts for 20.3% of total community spend across all 134 tracked models, ranking #1 by estimated cost. As a flagship model, it commands a higher per-token price, which means it can dominate cost share even when other models see more total requests.
These are estimated API-equivalent costs, not actual bills. Most developers use Opus 4.8 through subscription-based tools (Claude Code, OpenCode, Codex CLI) with flat monthly pricing. The estimated cost is useful for comparing usage intensity across models and developers.
>Other Anthropic Models
Compare Opus 4.8 with other Anthropic models tracked on clawdboard.
Opus 4.8 FAQ
Common questions about Opus 4.8 usage, cost, and performance data.
[01]How much does Opus 4.8 cost for coding?
Based on data from 34 developers on clawdboard, the average estimated Opus 4.8 usage cost is $4.5k per developer (all-time). The median is $2.2k. These are estimated API-equivalent costs calculated from token counts and published Anthropic pricing — most developers pay flat subscription fees, not per-token billing.
[02]How popular is Opus 4.8 compared to other AI coding models?
Opus 4.8 ranks #1 out of 134 tracked models by total estimated cost, accounting for 20.3% of all community spend on clawdboard. 34 developers have used Opus 4.8. Higher-tier models often dominate cost share even with fewer users due to higher per-token pricing.
[03]What is Opus 4.8 used for in coding?
Opus 4.8 is the most capable model in Anthropic's Claude family, favored for complex coding tasks that require deep reasoning and extended context. Developers use it through AI coding tools tracked by clawdboard — including Claude Code, OpenCode, and Codex CLI. The token ratio for Opus 4.8 is 34% input / 66% output, indicating how developers interact with the model.
[04]Where does this Opus 4.8 usage data come from?
All data comes from developers who voluntarily track their AI coding usage through clawdboard. The CLI reads local log files from supported tools on each developer's machine and extracts aggregate token counts and model identifiers. No code, prompts, or conversation content is collected — only token counts and estimated costs.
[05]How often is Opus 4.8 data updated?
Individual developers sync their usage every 2 hours by default. The aggregate statistics on this page are recalculated hourly. Opus 4.8 has been tracked on clawdboard since May 28, 2026.
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