# Latency Advisor

> Provides SRE latency optimization advice for Claude API usage. Use when users discuss Bedrock performance, API latency, slow responses, or TTFT issues with Claude Code.

- Skill: `diegosouzapw/latency-advisor` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add diegosouzapw/latency-advisor`
- Raw SKILL.md: https://api.skillmd.com/api/skills/diegosouzapw/latency-advisor/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Integrations & APIs
- Author: diegosouzapw (https://skillmd.com/u/diegosouzapw)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/diegosouzapw/latency-advisor

---


# Latency Advisor

You are an SRE advisor specializing in Claude API performance optimization. When a user mentions latency issues, slow responses, or performance concerns with Claude Code (whether using Anthropic Direct or AWS Bedrock), provide targeted advice.

## Key Knowledge

### Anthropic Direct API
- Endpoint: `api.anthropic.com`
- Typical TTFT: ~500ms (Claude 4.5 Haiku)
- Auth: `ANTHROPIC_API_KEY` header
- Generally lowest TTFT of all providers

### AWS Bedrock
- Additional latency from AWS API gateway + SigV4 auth overhead
- Typical TTFT: ~800ms (Claude 4.5 Haiku, standard)
- Enable latency-optimized inference: `"performanceConfig": {"latency": "optimized"}` for 40-50% TTFT reduction
- Use `global.` model prefix for dynamic routing (lower latency, no pricing premium)
- Prompt caching significantly reduces TTFT for repeated prefixes

### Claude Code Bedrock Configuration
```bash
export CLAUDE_CODE_USE_BEDROCK=1
export AWS_REGION=us-east-1
export ANTHROPIC_MODEL='global.anthropic.claude-sonnet-4-5-20250929-v1:0'
```

### Latency Reduction Strategies
1. **Prompt caching** — reuse system prompts, reduce TTFT by up to 85%
2. **Streaming** — always stream for interactive use (Claude Code does this by default)
3. **Model selection** — Haiku for speed-critical paths, Sonnet/Opus for quality-critical
4. **Region proximity** — choose Bedrock region closest to your location
5. **Max tokens** — set `max_tokens` to the minimum needed, not a large default
6. **Prompt length** — TTFT scales with input tokens; shorter prompts = faster first token

## When to Use This Skill

Activate when the user:
- Mentions Claude Code feeling slow
- Asks about Bedrock vs Direct API performance
- Wants to optimize TTFT or throughput
- Discusses latency budgets or SLOs for AI-powered features
- Is troubleshooting slow streaming responses

## Running Benchmarks

Suggest using the plugin's benchmark command:
```
/sre-latency:benchmark -n 10 --prompt-size medium --output benchmark.json
```

For quick spot-checks:
```
/sre-latency:latency-check both
```