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DATUM FIELD CHAPTER · AI AUTOMATION

Discipline: Ai Automation

Ten canonical operational blueprints cataloged under the Ai Automation field domain.

#091
Ai Analytics

Employees spend hours searching documents

How can people find the right passage instead of the whole file?

#091 RAG RetrievalTop-12 Vectors
PRECISION: 81%RECALL: 70%
Vector Chunking Trade-offF1: 75% Balanced
Context Top-K:12 chunks
Noise Contamination:18% Noise
Tight PrecisionBroad Recall
Verified ProofBlueprint
#092
Ai Analytics

People copy information between systems

Which transfers are predictable enough to automate?

#092 Grounding & Safety84% Grounded
T1T2T3T4T5T6
Determinism Bounds< 7.4% Drift
Verification Score:84% Verified
Hallucination Risk:7.4%
Unconstrained LLMRigid Guardrails
Verified ProofBlueprint
#093
Ai Analytics

Large documents take too long to review

What should the system extract for a specific review goal?

#093 Grounding & Safety84% Grounded
T1T2T3T4T5T6
Determinism Bounds< 7.4% Drift
Verification Score:84% Verified
Hallucination Risk:7.4%
Unconstrained LLMRigid Guardrails
Verified ProofBlueprint
#094
Ai Analytics

Conversations are classified manually

Can messages be routed by intent automatically?

#094 RAG RetrievalTop-12 Vectors
PRECISION: 81%RECALL: 70%
Vector Chunking Trade-offF1: 75% Balanced
Context Top-K:12 chunks
Noise Contamination:18% Noise
Tight PrecisionBroad Recall
Verified ProofBlueprint
#095
Ai Analytics

Teams cannot easily ask questions of company data

How can a natural-language question become a governed answer?

#095 Grounding & Safety84% Grounded
T1T2T3T4T5T6
Determinism Bounds< 7.4% Drift
Verification Score:84% Verified
Hallucination Risk:7.4%
Unconstrained LLMRigid Guardrails
Verified ProofBlueprint
#096
Ai Analytics

Important information is buried in email and PDFs

How do unstructured documents become structured actions?

#096 Grounding & Safety84% Grounded
T1T2T3T4T5T6
Determinism Bounds< 7.4% Drift
Verification Score:84% Verified
Hallucination Risk:7.4%
Unconstrained LLMRigid Guardrails
Verified ProofBlueprint
#097
Ai Analytics

Repetitive decisions still require people

Which decisions can be automated safely?

#097 RAG RetrievalTop-12 Vectors
PRECISION: 81%RECALL: 70%
Vector Chunking Trade-offF1: 75% Balanced
Context Top-K:12 chunks
Noise Contamination:18% Noise
Tight PrecisionBroad Recall
Verified ProofBlueprint
#098
Ai Analytics

AI answers are unreliable without company context

What changes when the model can retrieve trusted company knowledge?

#098 Grounding & Safety84% Grounded
T1T2T3T4T5T6
Determinism Bounds< 7.4% Drift
Verification Score:84% Verified
Hallucination Risk:7.4%
Unconstrained LLMRigid Guardrails
Verified ProofBlueprint
#099
Ai Analytics

We don't know when to use an AI agent

Does the task require judgment, tools and multi-step action?

#099 Grounding & Safety84% Grounded
T1T2T3T4T5T6
Determinism Bounds< 7.4% Drift
Verification Score:84% Verified
Hallucination Risk:7.4%
Unconstrained LLMRigid Guardrails
Verified ProofBlueprint
#100
Ai Analytics

We want AI but don't know where to start

Which business problem is valuable and feasible enough to start with?

#100 RAG RetrievalTop-12 Vectors
PRECISION: 81%RECALL: 70%
Vector Chunking Trade-offF1: 75% Balanced
Context Top-K:12 chunks
Noise Contamination:18% Noise
Tight PrecisionBroad Recall
Verified ProofBlueprint