You will get AI Agent Architecture Diagnostic with Evaluation Criteria & Cost Model
Project details
AI AGENT ARCHITECTURE FOR PREDICTABLE PRODUCTION BEHAVIOUR
MEASURED: 40-70% reduction in handling time on the target workflow, and an agreed accuracy threshold on a real evaluation set before anything ships.
DELIVERED: workflow diagnostic, agent architecture blueprint, tool and data contracts, integration map, evaluation criteria, token and infra cost model, risk register. Production Build adds source code, CI/CD, observability, runbook and 14 days of support.
The diagnostic fee is credited in full against a Production Build started within 30 days.
SCOPE: internal operational workflows - document and ticket triage, structured extraction, back-office routing, knowledge retrieval over your own systems.
GOVERNANCE: NDA on request, you own all code and IP, no client data used for model training, GDPR-aligned handling, named access model, documented rollback.
FIT: 10+ people touching a repeatable workflow, an internal technical owner, API access available.
NOT A FIT: consumer chatbots, prompt tweaks, one-off scripts, no system access.
Larger or multi-workflow programmes are scoped custom - message me before purchase and I will confirm feasibility first.
MEASURED: 40-70% reduction in handling time on the target workflow, and an agreed accuracy threshold on a real evaluation set before anything ships.
DELIVERED: workflow diagnostic, agent architecture blueprint, tool and data contracts, integration map, evaluation criteria, token and infra cost model, risk register. Production Build adds source code, CI/CD, observability, runbook and 14 days of support.
The diagnostic fee is credited in full against a Production Build started within 30 days.
SCOPE: internal operational workflows - document and ticket triage, structured extraction, back-office routing, knowledge retrieval over your own systems.
GOVERNANCE: NDA on request, you own all code and IP, no client data used for model training, GDPR-aligned handling, named access model, documented rollback.
FIT: 10+ people touching a repeatable workflow, an internal technical owner, API access available.
NOT A FIT: consumer chatbots, prompt tweaks, one-off scripts, no system access.
Larger or multi-workflow programmes are scoped custom - message me before purchase and I will confirm feasibility first.
AI Algorithms
Large Language Model, Transformer ModelAI Applications
AIOps, Anomaly Detection, Conversational AI, Natural Language Generation, Natural Language UnderstandingAI Development Language
PythonAI Tools
Azure OpenAI, Hugging FaceAI Models
ChatGPT, GPT-4, LLaMAWhat's included
| Service Tiers |
Starter
$950
|
Standard
$2,400
|
Advanced
$6,500
|
|---|---|---|---|
| Delivery Time | 5 days | 10 days | 20 days |
Number of Revisions | 1 | 2 | 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 | - | - |
Frequently asked questions
About Nassim
Enterprise AI Systems Architect | Diagnostics, Automation & QA
Paris, France - 12:16 pm local time
Most operational failures are not technology failures. They are architecture failures: undefined system behavior, unmeasured handoffs, and manual steps that were never designed to scale. I diagnose the architecture first, then rebuild it to run deterministically.
WHAT I DELIVER
Diagnostics — A structured audit of your workflow, product, or support operation. Output is a prioritized assessment: where the system breaks, what each failure costs, and the sequence in which it should be remediated. Findings are quantified, not narrative.
AI Automation Architecture — Claude-based agents and workflow systems for internal Q&A, documentation, reporting, and support triage. Built with defined inputs, constrained outputs, explicit error handling, and observability. Specified for production behavior, not demonstration.
QA & Test Reliability — End-to-end Playwright coverage, regression suites, flake root-cause analysis, and release-readiness gates. The objective is a deterministic test signal your team can act on without interpretation.
Workflow Optimization — Process mapping to isolate rework, latency, and duplicated effort, then removing them through automation and redesigned control flow.
ENGAGEMENT MODEL
Scoping — Confirm the problem justifies the investment before any work is committed.
Diagnostic — Written assessment with prioritized recommendations and expected impact.
Build and handover — Documented, stable systems your team operates independently.
WHAT I MEASURE
Manual hours removed per week. Defect escape rate and regression coverage. Test suite stability, measured by flake rate and mean time to diagnose. Cycle time from request to release.
WHY CLIENTS ENGAGE ME
Working systems, documented and transferred — no vendor dependency. Direct assessments, including when the requested solution is the wrong one. Fluent English and French for organizations operating across European markets.
STACK: Claude API, Playwright, Python, Node.js, TypeScript, REST APIs, n8n/Make.
FIT: A specific, costly operational problem that should be diagnosed before anything is built.
NOT A FIT: Lowest hourly rate as the selection criterion.
Describe what is failing and I will tell you directly whether it falls in scope.
Steps for completing your project
After purchasing the project, send requirements so Nassim can start the project.
Delivery time starts when Nassim receives requirements from you.
Nassim works on your project following the steps below.
Revisions may occur after the delivery date.
Scoping & Constraints
We confirm the target workflow, the success metric, the systems in scope and the hard constraints (data residency, PII, approved providers). Artifact: signed scope note with acceptance criteria.
Workflow Diagnostic
I map the current process end to end, quantify volume, handling time and error rates, and isolate which steps are deterministic, which need judgement, and which should stay human. Artifact: diagnostic report.