Intelligence Analysts — Your AI-Native Path
Occupation · SOC 33-3021.06
Gather, analyze, or evaluate information from a variety of sources, such as law enforcement databases, surveillance, intelligence networks or geographic information systems. Use intelligence data to anticipate and prevent organized crime activities, such as terrorism. AI-exposure studies place this occupation at the 90th percentile — high exposure, high urgency. This page shows the part of this work that collapses to machines, the part that does not, and the path to standing on the surviving ground.
What AI touches in this role
The tasks in this occupation where AI is most actively used, measured from real Claude.ai conversations mapped to this occupation (Anthropic Economic Index). These are the tasks where standing still is a bet against the trend.
- Design, use, or maintain databases and software applications, such as geographic information systems (GIS) mapping and artificial intelligence tools. · 0.7% of AI conversations
- Prepare comprehensive written reports, presentations, maps, or charts based on research, collection, and analysis of intelligence data. · 0.5% of AI conversations
- Gather, analyze, correlate, or evaluate information from a variety of resources, such as law enforcement databases. · 0.5% of AI conversations
- Gather intelligence information by field observation, confidential information sources, or public records. · 0.4% of AI conversations
Of the measured AI interactions for this occupation, 42% are automation (AI does the task) vs. 33% augmentation (working alongside AI).
These exposed tasks map to the spine capabilities you need to stand on: Translation Sovereignty Navigation . The sections below show the path.
The part that survives
Tasks where a human was most often judged still necessary in measured AI interactions. These are the tasks where AI collaborates but does not replace — the irreducibly human read of the situation. This is the ground you stand on.
- Gather, analyze, correlate, or evaluate information from a variety of resources, such as law enforcement databases. 98% human-needed
- Gather intelligence information by field observation, confidential information sources, or public records. 95% human-needed
- Prepare comprehensive written reports, presentations, maps, or charts based on research, collection, and analysis of intelligence data. 91% human-needed
- Design, use, or maintain databases and software applications, such as geographic information systems (GIS) mapping and artificial intelligence tools. 90% human-needed
"Human needed" is the share of observed conversations where the model judged that a person remained necessary — a signal about the current boundary, not a permanent guarantee.
Your first move
The highest-leverage spine for a Intelligence Analysts in the AI age is Translation. The orient-level outcome is where you begin — it is the minimum foothold that makes everything else possible.
Translate AI concepts and outputs for non-technical stakeholders
You can explain what a model is doing, why it produces the outputs it does, and what its failure modes are to someone with no technical background — in a way that preserves the accuracy of the explanation rather than trading accuracy for accessibility. You can identify where a common AI explanation is misleading and articulate what it gets wrong without resorting to technical jargon.
Full Translation progression →The single largest source of misaligned AI systems is not technical failure — it is translation failure at the point where domain knowledge becomes training data, requirements, or evaluation criteria. The people who know what the problem actually requires speak one language. The people who build the system that addresses it speak another. Without genuine translation at that boundary, you get a system that performs well on the metric while missing the point.
The crossing path
The path from where you are now to AI-native standing for a Intelligence Analysts, through the Translation spine. Three steps: orient (see the terrain), operate (maintain the capability through real work), build (design it for others).
- L1 Orient
Translate AI concepts and outputs for non-technical stakeholders
You can explain what a model is doing, why it produces the outputs it does, and what its failure modes are to someone with no technical background — in a way that preserves the accuracy of the explanation rather than trading accuracy for accessibility. You can identify where a common AI explanation is misleading and articulate what it gets wrong without resorting to technical jargon.
- L2 Operate
Bridge the technical-nontechnical gap reliably throughout a project
Through a complete project involving AI, you have maintained accurate translation in both directions — from technical to stakeholder and from domain knowledge to system requirements. You can show a decision where your translation work changed the outcome: a requirement that was specified correctly because you caught a translation failure, or a decision that was made with accurate information because you corrected a distorted explanation before it reached the decision-maker.
- L3 Build
Build translation infrastructure — documentation, training, communication systems
You have built standing translation infrastructure for a team or organisation: documentation that preserves technical accuracy while being usable by domain practitioners, training that closes the most consequential knowledge gaps, or communication systems that make accurate translation the default rather than the exception. The infrastructure works without you — it is a system, not a series of personal interventions.
The second spine most relevant for a Intelligence Analysts is Sovereignty. At the orient level: Recognise the cognitive threats and establish your first architecture. Once the Translation path is established, this is the next foothold.
Relevant spine capabilities
The three AgenticU spine capabilities most relevant for a Intelligence Analysts to develop, ranked by relevance to the exposure pattern above.
All five spine capabilities — Sovereignty, Systems, Coordination, Navigation, and Translation — each with a full five-level progression.
Full diagnosis
This page shows the cure — the path and the spines. The full diagnosis (AI-exposure studies, task-by-task AI-usage signal, employment outlook, automation vs. augmentation breakdown) lives on Singulariki.
See your AI exposure on Singulariki →Singulariki is the diagnosis surface — Intelligence Analysts, SOC 33-3021.06, measured against every published AI-exposure study. Same occupation, different question: what is the threat? This page answers the second half: what do you do about it?