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Agents do the analysis, specialists approve the result, and every figure can be traced to its source.

The platform combines a commercial data model, research and analysis agents, an evidence graph and expert review. It runs in a single tenant, Aristotle-hosted or inside the client's own cloud.

Architecture

Client and market data flow through the platform and arrive as decisions in the tools teams already use.

Client and market data
databaseERP and finance
contactsCRM and pipeline
request_quoteQuotes and price books
newspaperFilings, news and web
mapLocation and market data
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Aristotle platform
Commercial data modelCustomers, products, prices, quotes and markets in one connected model
Agents
travel_exploreResearch
sellPricing
query_statsForecasting
publicLocation
Evidence graphEvery figure stored with its source, its working and the checks it passed
Expert reviewPricing and growth specialists approve each recommendation before release
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Decisions in daily tools
menu_bookPrice book and CPQ
person_searchAccount plans in CRM
inventory_2Sales and operations plans
dashboardExecutive dashboards
descriptionBoard and diligence reports
Agents

An agent run breaks a question into steps, checks every figure and hands the result to a specialist.

Agents plan, read data and sources, analyze, and check their own work. Each step is logged, so a reviewer can see exactly how an answer was reached.

account_tree
Planned

The question is split into parts that can each be answered and checked.

insights
Analyzed

Agents read the data and outside sources and run the analysis.

fact_check
Checked

Every figure is traced to its source before it can be used.

history
Logged

Each step is recorded for review and audit.

aurelius / run 2041 / illustrative00:00
account_treeplannerdatabasedatasellpricingtravel_exploreresearchfact_checkcheckshow_to_regreview
QUESTION
00:01planner
00:04data
00:09pricing
00:15pricing
00:21research
00:26checks
00:31review
task_altRecommendation ready for review
Raise tier C distributor floor by 3.8 percent+$0M
Retire volume discount below 200 units+$0M
Sources cited0
Expert review

Specialists approve the work at four checkpoints, so speed never comes at the cost of judgment.

help

Question

The commercial question and its measure of success are agreed with the client.

Client and specialist
account_tree

Plan

Agents break the question into parts, and a specialist approves the plan.

Agents and specialist
fact_check

Evidence

Every figure is checked against its source before it can be used.

Automatic checks
verified

Recommendation

A specialist signs off before anything reaches the price book or CRM.

Specialist and client owner
Quotepriced by Pricing Intelligence Customer Product Market Accountplan Pricecorridor Forecast Recom-mendation evidencecites 412 sources Customer IntelligenceForecastingMarket Sizing
Evidence graph

Every claim is stored with its source, its calculation and the checks it passed.

Finance can audit a number, sales can see why an account was ranked, and the platform learns from every result that comes back.

Integrations

Read only connections reach the systems where commercial data already lives.

Flat-file extractsExcel, CSV, on-premise ERP
SAPERP, including ECC
OracleERP and JD Edwards
EpicorERP
InforERP
Microsoft DynamicsERP and CRM
NetSuiteERP
QAD, IFS, SageERP
SalesforceCRM and CPQ
HubSpotCRM
SnowflakeData warehouse
DatabricksData platform
Google BigQueryData warehouse

Size the opportunity on your own data in 30 days.

The diagnostic connects to existing systems and sizes the pricing and growth opportunity.

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