EstOS Intelligence
01 / EstOS Product

INTELLIGENCE
THAT BECOMES A TOOLSET.

EstOS Intelligence is being built to connect deep research, live market signals, historical performance, real-world experience and human judgement, then turn what we learn into better estimating decisions and reusable tools.

EstOS Intelligence
What it isAn estimating operating system with an intelligence layer
Built forConstruction estimators first; other professions later
StatusActive development · not a commercial release
PrincipleHuman authority over every controlled change
Construction site at dusk with tower cranes, with the EstOS Intelligence mark glowing at left
ESTOS · IN THE FIELDEstimate. Validate. Deliver.Built around real projects, real quotes and real outcomes.
02 / What EstOS Is

An operating system for how estimating work gets done.

EstOS is a controlled estimating methodology: data structures, calculators and repeatable workflows that define how an estimate is built, checked and improved.

EstOS Intelligence sits on top of it as the research, evidence and tool-building layer. Luna, the AI partner, works through that layer under human authority. Each layer has a different job, and the operating system stays in charge.

EstOS
LAYER 1 · FOUNDATION

The operating system

Methods, controlled datasets, calculators and workflows. The source of truth for how the work is done.

EstOS Intelligence
LAYER 2 · INTELLIGENCE

The intelligence layer

Research, evidence, memory, market awareness and tool creation that help the operating system improve.

Luna
LAYER 3 · AI PARTNER

The AI partner

Luna reasons, researches and operates through EstOS Intelligence, locally and within defined permissions.

03 / The Problem

Your best knowledge should not disappear into the next estimate.

Every estimate produces intelligence. Prices move. Crews perform differently. Markets change. Methods improve. Projects teach lessons. Too often that knowledge stays trapped in spreadsheets, inboxes, project folders and people's heads.

EstOS Intelligence is being designed to capture that learning, challenge it, validate it and make it useful again.

04 / Estimating Intelligence

Research should not die in a chat window.

The goal is a controlled loop that turns information into intelligence, intelligence into tools, and tools into better results.

01ResearchFind evidence.
→
02ValidateChallenge assumptions.
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03BuildCreate the tool.
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04UseEstimate the work.
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05MeasureCompare reality.
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06LearnKeep what matters.
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07ImproveStrengthen the system.
05 / Five Layers

Built around evidence, not just answers.

For construction estimating, we envision five connected intelligence layers working around the estimator rather than replacing the estimator.

01 / DEEP RESEARCH

Investigate the work.

Research materials, labour, equipment, construction methods, regulations, suppliers, products, productivity and industry practice. Compare sources, surface conflicts and retain traceable evidence.

  • Methods and constructability
  • Published productivity references
  • Supplier and product research
  • Technical requirements and standards
02 / REAL-WORLD INTELLIGENCE

Learn from actual work.

Bring estimating knowledge out of isolated files and into a governed evidence base that can improve future decisions.

  • Quotes and historical estimates
  • Takeoffs and schedules
  • Actual labour hours and final costs
  • Lessons learned and estimator judgement
03 / MARKET INTELLIGENCE

Understand what is changing.

Use current market information to detect movement in pricing, availability and risk, without silently rewriting the estimator's assumptions.

  • Regional pricing and escalation
  • Labour and equipment trends
  • Commodity and supplier movement
  • Tender and market conditions
04 / TOOL CREATION

Turn knowledge into repeatable tools.

When a validated calculation or decision is repeated, EstOS Intelligence can help turn it into a controlled calculator, workflow, database or estimating kit.

  • Production and labour calculators
  • Takeoff and quantity tools
  • Equipment and indirect models
  • Scheduling and escalation tools
05 / CONTINUOUS IMPROVEMENT

Compare the estimate to reality.

The long-term value comes after the bid. Compare assumptions with actual performance, investigate the gap and propose controlled updates to the system. Better data should create better tools, not disappear into an archive.

ESTIMATE→ACTUAL→VARIANCE→REVIEW→HUMAN APPROVAL→IMPROVED TOOL
06 / Operating Principles

The rules EstOS is built to keep.

These principles shape every capability on this page. They come from the EstOS mission and apply to the tools, the intelligence layer and Luna alike.

01

Human authority

Important changes, assumptions and governed actions remain subject to explicit human approval.

02

Evidence over confidence

Show what is known, where it came from and where uncertainty remains.

03

Tools over throwaway answers

Validated knowledge becomes reusable infrastructure whenever the work repeats.

04

Local-first where it matters

Private data, durable memory and sensitive operations increasingly run on hardware under direct control.

05

Model independence

The operating system should survive model changes. Intelligence is a capability, not allegiance to one vendor.

06

Learn from reality

Actual outcomes challenge estimates, assumptions and workflows so the system improves instead of calcifying.

07 / Capabilities

What EstOS does, and where each capability stands.

Each capability carries an honest status. "In secure app" means it exists in the protected EstOS Intelligence application; "Next" and "Planned" are direction, not claims.

01Active

Estimating methods & calculators

Controlled estimating methods, production and quantity calculators and repeatable workflows, proven against real estimating work.

02In secure app

Evidence & Human Gates

Evidence, activity, library and Human Gate approvals inside the protected EstOS Intelligence application.

03Next

Deep research & validation

Investigate methods, pricing and productivity; compare sources, surface conflicts and keep traceable evidence.

04Next

Tool creation

Turn validated, repeated decisions into controlled calculators, databases and estimating kits.

05Planned

Market intelligence

Detect movement in pricing, labour, equipment and availability without silently rewriting assumptions.

06Planned

Estimate-vs-actual learning

Compare assumptions with real outcomes and propose controlled, human-approved updates to the toolset.

08 / Example

What should this production rate actually be?

A conventional assistant might return a number. EstOS Intelligence is intended to help explain where the number came from, what could change it and whether it deserves to become part of the estimating system.

Historical project performanceCrew compositionUnion labour ratesPublished reference dataRegional pricingVendor quotesEquipment costsSite restrictionsSeason and weatherEstimator override
FOUNDATION PRODUCTION RATEDecision Support
“What should we carry for this foundation, and why?”
ResearchCompare references + current conditions
ExperienceCheck similar completed work
RiskFlag access, crew and schedule constraints
RecommendationPropose a rate with confidence + evidence
HUMAN GATEEstimator approves what becomes the controlled assumption.
09 / Toolset

Build once. Improve continuously.

The estimating toolset can grow from real work instead of becoming a collection of disconnected spreadsheets.

01

Quantity & Takeoff

Structured takeoffs and repeatable calculators for scope-specific quantities.

02

Labour & Production

Crew logic, productivity assumptions, labour-hours and duration models.

03

Equipment & Indirects

Rental duration, mobilization, temporary facilities and schedule-driven indirect costs.

04

Pricing Intelligence

Quotes, historical costs, market movement, escalation and source confidence.

05

Schedule Intelligence

Convert labour, crews and constraints into realistic task durations and estimate-driven schedules.

06

Post-Estimate Learning

Compare assumptions against actual results and feed approved lessons back into future tools.

10 / Human Control

Detect. Evaluate. Recommend. You decide.

Live data should not silently rewrite a cost database. A model should not declare its own assumptions to be truth. EstOS Intelligence is being designed around explicit authority and Human Gates for consequential changes.

01
Trace the source.Know where a recommendation came from and what evidence supports it.
02
Show uncertainty.Conflicts and weak evidence should be visible rather than hidden behind a confident answer.
03
Keep authority human.The system can research, analyze and propose. The estimator decides what becomes controlled knowledge.
LIVE + HISTORICAL DATADETECT
RESEARCH + ANALYSISEVALUATE
SUPPORTED CHANGERECOMMEND
HUMAN AUTHORITYAPPROVE
11 / Platform Potential

Estimating is the first proving ground.

The underlying pattern is broader: domain knowledge + research + operational data + human judgement + reusable tools + continuous learning. If that architecture proves itself in estimating, the same platform could support other professional domains.

FLAGSHIP

Construction Estimating

Pricing, takeoff, productivity, labour, schedules, indirects, procurement, market research and post-project learning.

FUTURE APPLICATION

Maintenance & Diagnostics

Equipment history, model and serial data, manuals, service bulletins, symptoms and previous repair outcomes.

FUTURE APPLICATION

Project Management

Schedules, constraints, RFIs, submittals, correspondence, resource history and lessons learned.

FUTURE APPLICATION

Procurement

Supplier quotes, historical pricing, lead times, availability, performance and current market movement.

These broader applications are directional possibilities, not current product claims. Estimating remains the primary domain in active design.

12 / Development Direction

Where EstOS is heading.

The build is staged deliberately: prove the operating system, connect intelligence to the work, then extend the pattern beyond estimating.

NOW

Prove the operating system

  • Estimating tool library
  • Controlled metrics and cost sources
  • Evidence and Human Gates
  • Portable AI-assisted workflows
NEXT

Connect intelligence to the work

  • Deep research and validation
  • Persistent project context
  • Historical and live market inputs
  • Luna working through EstOS Intelligence
LATER

Expand beyond estimating

  • Maintenance and diagnostics
  • Project management
  • Procurement
  • Only where the pattern proves itself

Drawn from the Mission roadmap. Phases describe direction, not delivery dates.

13 / The Product Thesis

FROM INFORMATION TO INTELLIGENCE.
FROM INTELLIGENCE TO TOOLS.
FROM TOOLS TO BETTER RESULTS.

We are not trying to build another chat window for estimators. We are building an intelligence layer that can learn the profession, preserve evidence, strengthen the operating system and help professionals build better tools around what actually works.

PLATFORM ARCHITECTURE

PUBLIC STORY.
SECURE INTELLIGENCE.

01estos.tech

PUBLIC WEBSITE

Product story, Luna development, team, mission and marketing. No private project data and no credential handling.

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02app.estos.tech

SECURE APPLICATIONS

The authenticated Launch Hub. From it, authorized users reach EstOS Intelligence, the existing command center for evidence, activity, library, workflows and Human Gates, which keeps its own owner login.

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03LOCAL RUNTIME

LUNA + CONTROLLED DATA

Local models, memory, tools and sensitive execution increasingly handled on hardware under direct control.