Palantir's AIP Analyst Skills: Enterprise AI Gains Reusable Analysis Methods

AIP Analyst: More Than Chat, It Executes Analysis

AIP Analyst is Palantir's natural-language analysis interface built on top of the Ontology. When a user asks a question, the agent can search Object Types and objects, build Object Sets, run aggregations and Ontology SQL, and generate summaries, charts, or maps. The latest version adds time-series analysis and Ontology interface support, expanding the range of data and business objects it can handle. Crucially, AIP Analyst saves and replays not just text but an entire analysis process composed of enterprise data, Ontology resources, and tool invocations. A Graph view lets users inspect each step's provenance, logic, and data transformations.

Skills: Packaging Reusable Analytical Methods as Callable Instructions

Palantir defines an AIP Skill as a set of "reusable instructions." Users manage available skills in AIP Analyst's Skills settings; when a skill is relevant to the current question, the agent loads it. Analysts can also create or update a skill from the current analysis and export a conversation directly as an AIP Skill. A skill is therefore a codified, repeatable analytical method — not a full snapshot of a single analysis result. For recurring problems, teams can distill stable processing steps into a skill so the agent can reapply them without re-authoring the same instructions each time.

Analysis Lookup: Historical Analyses as Templates, Not Live Results

Analysis Lookup is the most easily overlooked yet most revealing new capability. According to Palantir's official description, AIP Analyst can load a recent or bookmarked historical analysis by its RID, letting the current agent see which resources and tools were used previously. The key design point: the loaded analysis serves only as a template — it does not carry the live results from that earlier run. If the current task needs those tools, they execute again against current data, producing fresh results. This mechanism directly prevents stale historical values from being mistaken for current state.

A New Layer for Agent Memory: Method Memory Alongside Knowledge Memory

In typical agent designs, memory first solves "what was said before" or "what is in the documents" — storing chat history, documents, or other historical information for retrieval into context. That capability remains important and is not invalidated by Skills. For discussion purposes, the article labels the former "knowledge memory" and the layer embodied by Skills and Analysis Lookup "method memory": for a class of problems, which resources and tools were used, and what analytical method emerged. This terminology is the author's editorial summary, not official Palantir terminology.

Why the Tight Coupling with Ontology Matters

This mechanism works for enterprise data analysis because AIP Analyst is built on the Ontology. Palantir describes the Ontology as its architectural core, organizing data, logic, actions, and security into a unified business representation. AIP Analyst operates through a toolset that queries objects, runs aggregations, and performs other analytical operations on that representation. Consequently, the update should be characterized precisely: it does not automatically load all human analytical experience into the agent. Instead, it provides two reusable mechanisms — Skills to save callable instructions, and Analysis Lookup to save the resource-and-tool-call structure of past analyses, re-executing them against current data when needed. From a product-mechanism perspective, what enterprise AI can accumulate is extending from "past content" to "reusable analytical methods."

Sources (All Official Palantir)

Palantir Foundry Announcements: AIP Analyst now supports AIP skills, analysis lookup, time series analysis, Ontology interfaces, and Foundry exports (2026-08-18) — https://www.palantir.com/docs/foundry/announcements

Palantir Docs: AIP Analyst - Capabilities — https://www.palantir.com/docs/foundry/aip-analyst/capabilities

Palantir Docs: AIP Analyst - Using AIP Analyst — https://www.palantir.com/docs/foundry/aip-analyst/using-aip-analyst

Palantir Docs: The Ontology system — https://www.palantir.com/docs/foundry/architecture-center/ontology-system