You will get AI prompt optimization for reliable GPT or Claude outputs
Top Rated
Top Rated
Project details
Already using ChatGPT or Claude but the outputs feel generic, inconsistent, or unreliable?
Many AI systems fail not because of the model, but because prompts, terminology rules, and output constraints are poorly structured.
I optimize prompts and workflow instructions so AI responses become consistent, predictable, and usable in real workflows.
This service is ideal if your AI currently produces:
• inconsistent terminology
• unstable tone or style
• formatting drift
• generic responses
• unreliable translation or content generation
I analyze your current prompts, examples, and workflow instructions and redesign them into a structured prompt architecture.
Depending on the package, this may include:
• prompt structure redesign
• terminology / glossary enforcement
• output format control
• workflow improvement recommendations
• guidance for maintaining consistent AI responses
The result is a prompt system that produces stable, repeatable outputs instead of unpredictable responses.
If you're unsure which package fits your situation, feel free to message me.
Many AI systems fail not because of the model, but because prompts, terminology rules, and output constraints are poorly structured.
I optimize prompts and workflow instructions so AI responses become consistent, predictable, and usable in real workflows.
This service is ideal if your AI currently produces:
• inconsistent terminology
• unstable tone or style
• formatting drift
• generic responses
• unreliable translation or content generation
I analyze your current prompts, examples, and workflow instructions and redesign them into a structured prompt architecture.
Depending on the package, this may include:
• prompt structure redesign
• terminology / glossary enforcement
• output format control
• workflow improvement recommendations
• guidance for maintaining consistent AI responses
The result is a prompt system that produces stable, repeatable outputs instead of unpredictable responses.
If you're unsure which package fits your situation, feel free to message me.
AI Algorithms
Large Language Model, Transformer ModelAI Applications
AI Content Creation, Conversational AI, Natural Language GenerationAI Development Language
PythonAI Models
ChatGPT, GPT-4What's included
| Service Tiers |
Starter
$220
|
Standard
$450
|
Advanced
$750
|
|---|---|---|---|
| Delivery Time | 3 days | 4 days | 5 days |
Number of Revisions | 1 | 1 | 2 |
AI Model Integration | - | - | |
Batch Normalization | - | - | - |
Database Integration | - | - | - |
Detailed Code Comments | - | - | - |
Image Upscaling | - | - | - |
MLOps | - | - | - |
Model Deployment | - | - | - |
Model Documentation | - | ||
Model Monitoring | - | - | - |
Model Testing & Optimization | |||
Model Tuning | - | - | - |
Natural Language Processing | |||
NLP Tokenization | - | - | - |
Pre-Training | - | - | - |
Prompt Engineering | |||
Setup File | - | - | - |
Source Code | - | - | - |
Optional add-ons
You can add these on the next page.
Glossary / Terminology Setup
(+ 1 Day)
+$150
Output Format Rules
(+ 1 Day)
+$120
Additional Prompt Optimization
(+ 1 Day)
+$180Frequently asked questions
53 reviews
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PV
Pieux V.
Jun 22, 2026
Standard High German (DACH region) proofreader · B2B website · Pre-filled XLSX review · 13h cap
PV
Pieux V.
Jun 19, 2026
Standard High German (DACH region) proofreader · B2B website · Pre-filled XLSX review · 13h cap
Anke set the bar for technical rigor on this engagement. Her German
reads with the authority a B2B audience expects, the technical
references stayed properly anchored, and she handled the subtler
distinctions in our copy with the kind of care German B2B content
demands. Substantive, professional, the kind of reviewer you want on
demanding technical work. Highly recommended.
reads with the authority a B2B audience expects, the technical
references stayed properly anchored, and she handled the subtler
distinctions in our copy with the kind of care German B2B content
demands. Substantive, professional, the kind of reviewer you want on
demanding technical work. Highly recommended.
CD
Craig D.
Feb 26, 2026
English to German Speaker for help with AI translation models.
MV
Mike V.
Jan 22, 2026
Translating product packaging
ES
Elizatbeth S.
Jan 20, 2026
Test Page - German
About Anke
AI Content Systems & Prompt Optimization | Linguistic QA (EN-DE)
100%
Job Success
Paredes de Coura, Portugal - 10:42 am local time
-- NOT AVAILABLE FOR AUDIO RECORDING PROJECTS --
I help teams turn unreliable AI outputs into structured, consistent workflows — combining 20+ years in professional translation, localization, content QA, and multilingual content with hands-on AI evaluation and prompt system design. If you’re working with AI-generated content or translations and the outputs don’t feel reliable yet, feel free to reach out with an example.
Most teams don’t need more prompts.
They need structure and a workflow that actually holds up in production.
My background includes content writing, localization, and linguistic QA across digital industries such as iGaming, media, and e-commerce — including high-volume, fast-paced content environments where consistency and accuracy are critical.
That experience now translates directly into evaluating and designing AI content systems where tone, terminology, and output quality must remain stable at scale.
I regularly work with AI content generation, prompt optimization, translation QA, multilingual AI evaluation, and structured content workflows.
Steps for completing your project
After purchasing the project, send requirements so Anke can start the project.
Delivery time starts when Anke receives requirements from you.
Anke works on your project following the steps below.
Revisions may occur after the delivery date.
Prompt & Output Analysis
I review your current prompts, system instructions, and example AI outputs to identify structural issues, terminology inconsistencies, and formatting problems.
Prompt Optimization
I redesign the prompt structure to improve reliability, clarity, and consistency. This may include output constraints, terminology rules, and formatting guidance.