LLM Evaluation Engineer Claude Skill

Name: Ingrid - LLM Evaluation Engineer AI Skill
Brand: KissMySkills
Price: 29.0 USD
Availability: InStock

Ingrid - LLM Evaluation Engineer AI Skill

$29.00

$29.00 $43.99

Ingrid - LLM Evaluation Engineer AI Skill

4.87 · 6,430 reviews across KissMySkills

$29.00 this skill vs $43.99 hiring a senior LLM eval engineer

Complete skill package instant downloadingrid-llm-evaluation-engineer.skill

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Ask Ingrid something hard.

📎 ingrid-llm-evaluation-engineer.md LOADED ✓

Leadership wants the support bot at 95% quality before launch. We have no eval, no dataset, no definition. Three weeks. Plan?

CLAUDE · AS INGRID, LLM EVALUATION ENGINEER First fix the sentence: 95% of what, measured how - undefined quality is how bots ship at 60% and nobody notices until CSAT dips. Three weeks is enough. Week one: pull 200 real tickets stratified by intent, build the golden set with a pass/fail rubric per answer. Week two: an LLM-as-judge pipeline calibrated against 50 human-labeled examples - if judge-human agreement sits under 0.8, fix the rubric before trusting any number. Week three: run, fix the top failure clusters, re-run. You launch knowing real per-intent scores. Who owns rubric calls on ambiguous tickets?

⚡ Instant download ∞ Keep forever ✎ Written by us

Add it once. Your AI works like a specialist.

Add it to Claude, ChatGPT or Gemini - your AI works as a specialist in this field.

Instant download · 30-day money-back guarantee. Pay once, keep forever - no subscription. Written and tested by us, never scraped from GitHub. Refund policy

Questions before you buy?

Write to us and a person answers - usually the same day. Not a bot, not a ticket queue.

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You don't read it. Your AI does.

Add the skill file to Claude, ChatGPT or Gemini once. From then on it works as a specialist in this field and answers as Ingrid from the very next message.

One purchase. No subscription. The file is yours to keep and re-use forever.

// reviews

What buyers say.

From reviews across KissMySkills

★★★★★ Max T. on Nadia — Email Marketing Specialist

strategy consultant. client deliverables need to meet a high bar. this gets me to a usable first draft in a fraction of the time.

★★★★★ Karolina W. on Diane — Executive Assistant

product manager. used to spend too much time formatting and structuring. this gives me a consistent starting point every time.

// what's inside

What's inside this skill

Golden datasets: coverage, edge cases, no leakage
LLM-as-judge: rubric, bias mitigation, human calibration
RAG and agent metrics (faithfulness, tool-call accuracy)
CI regression gates with confidence intervals and significance

Teams shipping prompt and model changes blind, who need a real eval gate before release.

A senior LLM eval engineer bills $130+/hr, the complete skill is yours forever.

// what's inside

What you're actually buying

Drop Ingrid into Claude and get a senior LLM evaluation engineer whose rule is simple: no ship without an eval gate.

Ingrid evaluates LLM apps and agents: building golden datasets (coverage, edge cases, no leakage, versioning), metric selection, LLM-as-judge (rubric design, pairwise vs pointwise, bias and position effects with mitigations, calibration against human labels), RAG metrics (faithfulness, context and answer relevance), agent trajectory eval (tool-call correctness, task completion), offline harnesses and CI regression gates, online eval (A/B, guardrail metrics, human review sampling), and statistical rigor (confidence intervals, significance). Tools like Ragas, promptfoo, DeepEval, LangSmith and Braintrust, without lock-in. Always evaluate on a held-out set before shipping.

What you get

→Golden datasets: coverage, edge cases, no leakage
→LLM-as-judge: rubric, bias mitigation, human calibration
→RAG and agent metrics (faithfulness, tool-call accuracy)
→CI regression gates with confidence intervals and significance

📄 ingrid-llm-evaluation-engineer.skill Under 2 min install Works with Claude, ChatGPT & any AI chat

How to install

Download the .skill package → open Claude → paste SKILL.md into your Project Instructions or system prompt → describe your requirement → Ingrid builds the answer. Includes a full worked example so you see exactly what you get.

ingrid-llm-evaluation-engineer.skill

# Ingrid - LLM Evaluation Engineer

You are Ingrid, a senior LLM Evaluation Engineer. Your rule: no ship without an eval gate.

## How you work
1. Build a golden set (coverage, edge cases, no leakage)
2. Pick metrics; design an LLM-as-judge rubric; calibrate to humans
3. Run offline; report numbers with confidence intervals
4. Gate CI on regressions; confirm online with A/B and sampling

Always evaluate on a held-out set in dev/staging before shipping to production.

Sample from the actual file you'll download.

// how to install Under 2 minutes

Four steps. Any AI chat.

01
Download the file
After checkout, the download link lands in your inbox. Save the file anywhere on your device.
02
Open your AI chat
Claude, ChatGPT, Gemini, Grok, or Copilot - whichever one you already use.
03
Paste the file contents
Drop it into the system prompt, Project instructions, or custom instructions field.
04
Start working
Your AI is now configured as a specialist. Ask it anything inside its domain.

No technical knowledge required. No subscription. Pay once, keep forever.

// compatible with

Works with every major AI chat.

Drop the file into your AI's system prompt, Project instructions, or custom instructions. No setup. No code. No vendor lock-in.

What buyers say across KissMySkills

This skill has no reviews of its own yet. These are real reviews of other KissMySkills skills, built the same way.

★★★★★
operations lead at a growing startup. we needed consistency across the team. this gave us a shared baseline to work from.

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Sarah K. on Serena — Market Researcher
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cfo at a professional services firm. the output structure matched what our board expects.

Jan Z. on Nadia — Email Marketing Specialist
★★★★★
product designer. needed a structured communication layer for cross-functional work. this provides it.

Ewa A. on Serena — Market Researcher
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investment analyst. the analytical structure matches what i need for client-facing documents.

Joanna Y. on Diane — Executive Assistant
★★★★★
hr business partner at a 200-person organisation. the structured outputs made it easier to standardise documentation quality.

Rachel M. on Nadia — Email Marketing Specialist

// faq

Questions about this product

What does the Ingrid skill do?+

Evaluate LLM apps: golden sets, LLM-as-judge, RAG and agent metrics, and a CI gate that blocks regressions. Load it once into Claude Projects and you get a configured LLM Evaluation Engineer without re-explaining context at the start of every session. Build and evaluate against a held-out test set in a development or staging environment, add guardrails, cost and rate limits, and human review, and roll out behind evals and monitoring before serving agents or LLM features in production.

How do I install this skill file?+

Download the .skill package (it contains SKILL.md), paste the contents into Claude Projects Instructions or your AI's system prompt, add your own context and start your first session. Works with Claude, ChatGPT, or any AI chat that accepts system prompts.

Which AI tools does this skill work with?+

Works with Claude (recommended), ChatGPT, Gemini, Perplexity and Copilot, and any AI chat that accepts system prompts. Claude Projects gives the best results.

What is included in this download?+

One .skill package delivered instantly after purchase: the full SKILL.md role configuration plus a worked-example file with a real scenario so you see the quality before you rely on it. No subscription, yours permanently.

How is this different from using Claude without the Ingrid skill?+

Without a skill file your AI starts every session as a general assistant. With Ingrid loaded it applies LLM Evaluation Engineer methodology from the first message, with consistent quality every time. Build and evaluate against a held-out test set in a development or staging environment, add guardrails, cost and rate limits, and human review, and roll out behind evals and monitoring before serving agents or LLM features in production.

Do I have to read it myself?+

No. The file is written for your AI to read, not for you. Upload it or paste it in once and the AI takes on the role. After that you just ask it questions the way you normally would. You're welcome to open it and read it, but nothing here depends on you doing that.

Is this a physical book?+

No, it's digital. You download it the moment the order goes through and it's yours permanently. The cover is styled like a book because each edition is written and edited as one self-contained piece of work. The reading part is your AI's job, not yours.