claude-code - 💡(How to fix) Fix [FEATURE] Premium / Ultra Tier with Guaranteed Model Quality [1 participants]

Preflight Checklist

• I have searched existing requests and this feature hasn't been requested yet
• This is a single feature request (not multiple features)

Problem Statement

Claude Code is my primary and most critical work tool — I build commercial products and run business workflows entirely through it. Even minor quality degradation directly impacts my business output, client deliverables, and revenue.

Over the past several months, the community has extensively documented recurring quality regressions in Claude models. An AMD AI director analyzed nearly 7,000 sessions and quantified a dramatic decline: code-reading depth dropped from 6.6× to 2× before edits, full-file rewrites doubled, and complex engineering tasks became unreliable (source). Anthropic's own September 2025 postmortem confirmed infrastructure bugs affecting up to 16% of Sonnet requests, with sticky routing causing persistent degradation for affected users. In early 2026, further regressions were tied to adaptive thinking under-allocation, thinking content redaction, and load-sensitive reasoning budgets. A community post about declining quality received over 1,060 upvotes — this is not an isolated complaint.

The current Max 20× plan at $200/month provides higher usage limits, but it does not guarantee model quality, full reasoning depth, or protection from silent degradation. As a professional user whose entire livelihood depends on Claude's output quality, I need more than volume — I need consistency and maximum capability on every single request. There is currently no tier that offers this guarantee, and no amount of money I can pay to ensure I always receive the best, uncompromised model performance.

The fundamental problem: paying users have no way to opt into guaranteed top-tier inference quality. When degradation occurs — whether from quantization differences across hardware, adaptive thinking throttling, load-based reasoning rationing, or infrastructure bugs — every user is affected equally regardless of how critical Claude is to their work or how much they are willing to pay.

Proposed Solution

Introduce a Premium / Ultra tier at $500+/month (or even higher) that provides hard guarantees beyond what Max 20× offers:

• Guaranteed full-precision inference — requests are always routed to the highest-quality, non-quantized model instances. No silent fallbacks to lower-precision hardware configurations.

• Maximum reasoning depth on every turn — extended thinking and reasoning tokens are never throttled, rationed, or adapted based on server load. Full thinking budget is allocated unconditionally.

• Dedicated or priority compute pool — premium users are routed to a separate, high-quality server pool that is insulated from general traffic spikes and load-balancing experiments.

• Transparency and SLA — provide a model quality SLA with visibility into which model version and infrastructure configuration served each request. If degradation is detected, proactive notification and compensation (e.g., billing credits).

• No silent downgrades — guarantee that the model advertised (e.g., Opus 4.6) is always the actual model served, at full capability, with no silent substitution to lighter variants.

• Rollback access — ability to pin to a specific known-good model checkpoint when new deployments introduce regressions, until the issue is resolved.

Why I'm willing to pay $500+/month

I am ready to pay $500 or more per month for this level of service. Many professional users and small teams would do the same. The current pricing tops out at $200/month, but for users whose businesses depend on Claude, the value of guaranteed quality far exceeds any subscription cost. A single hour of degraded output can cost more in wasted time and broken code than an entire month of premium subscription.

Anthropic is leaving significant revenue on the table by not offering a tier that matches the needs of its most demanding and quality-sensitive users.