Available under proposal Proposal-stage module

BOQ / Cost Intelligence

BOQ review and cost-intelligence workflows available for scoped buyer validation and proposal discussion.

Proposal-stage boundary

Proposal-stage module. Package completeness, integration fit, buyer data assumptions, implementation scope and licensing structure require buyer-specific review before any source-package discussion. It does not guarantee estimating or pricing accuracy.

Scoped validation comes before source-package discussion.

Buyer review snapshot

Facts before deeper discussion.

A quick readout for product, technical and commercial stakeholders.

Public status

Available under proposal

Scoping comes first.

Maturity route

Proposal-stage module

Validate assumptions first.

Recommended next step

Open review questionnaire

Start with proposal-stage scoping before any controlled source-package discussion.

AI evidence status

Roadmap only

Public posture
Proposal-stage intelligence outline
Evidence summary
Proposal-stage intelligence outline only for BOQ item normalization, similarity and review scoping.
Evidence caveat
No implemented AI feature, review-ready source package or current controlled source handover is implied for BOQ / Cost Intelligence.
Human verification
Human verification required before buyer action.
AI approach ML readiness

AI approach boundary

Need the deterministic-first AI boundary?

This route remains proposal-stage only and does not imply an AI flagship claim.

Open AI approach

Forwardable brief

Need a print-friendly module summary?

Use the brief for status, maturity route, buyer fit, objects, evidence and commercial boundary.

Open module brief

Data requirements

Need the input-object checklist?

Review required, optional and sensitive data objects before sending buyer context.

View data requirements

Architecture outline

Need the technical structure before review?

Review input, processing, output, integration and source-review boundaries for this module.

Open architecture outline

Intelligence Layer

Need ML-assisted review boundaries?

Proposal-stage intelligence outline. Available under proposal; scoped buyer validation is required before deeper discussion.

View intelligence examples

Paid pilot scoping

Need to scope a bounded pilot?

Proposal-stage modules need scoped validation before any paid pilot discussion.

View paid pilot scoping path

Problem solved

The workflow issue made reviewable.

Concrete construction workflows, not generic automation claims.

BOQ structures, units, cost categories and handoff assumptions vary by buyer system. Scoped validation comes before source-package diligence.

Fit and scope

Capabilities, best-fit buyers and clear disqualifiers.

Keep the review focused on fit, non-fit and public boundaries.

Capabilities

  • BOQ normalization
  • Cost category mapping
  • Estimate review workflows
  • Budget variance analysis
  • ERP handoff scoping

Best-fit buyers

ERP vendors Quantity surveying platforms Estimating software vendors Cost consultants Construction-tech integrators

Best for

Strongest evaluation contexts.

  • Buyers validating whether BOQ and cost-intelligence workflows match their data assumptions.
  • ERP or estimating vendors scoping cost-code mapping and handoff questions before deeper review.
  • Cost consultants and integrators shaping a buyer-specific proposal around BOQ workflow fit.

Disqualifiers / not for

Where this should not be forced.

Visible boundaries help unfit buyers self-select out.

  • Buyers expecting a complete public source-package offer before scoped validation.
  • Teams needing guaranteed estimating or pricing accuracy claims or public spreadsheet upload access.
  • Organizations seeking production deployment proof, ROI guarantees or marketplace checkout.

Buyer review checklist

What a serious buyer can review from this public page.

Route, scope, data objects, integration targets and diligence questions.

Route

Confirm review path.

Align status, maturity and next step.

  • Available under proposal
  • Proposal-stage module
  • Start with proposal-stage scoping before any controlled source-package discussion.

Scope

Inspect module scope.

Decide whether deeper diligence is worth pursuing.

  • BOQ normalization assumptions
  • Cost category mapping scope
  • Estimate review workflow
  • Budget variance analysis approach
  • ERP handoff and licensing discussion prerequisites

Objects

Trace data flow.

Compare objects with the buyer environment.

  • Inputs: BOQ lines, Quantity units, Cost categories, Estimate references, Budget and ERP handoff fields
  • Processing: BOQ normalization, Category mapping, Estimate review workflow, Budget variance analysis, ERP handoff scoping
  • Outputs: Normalized BOQ structure, Mapped cost categories, Estimate review queue, Budget variance notes, ERP handoff assumptions

Integration

Map handoff points.

Review targets before discussing adaptation.

  • Construction ERP cost-code structures
  • Estimating and quantity surveying systems
  • Cost management platforms
  • Budget review workflows
  • Integrator delivery environments

Questions

Prepare diligence questions.

Keep the review focused.

  • Which BOQ structures and unit assumptions need scoped validation?
  • How should cost categories map to the buyer's ERP or estimating model?
  • What budget variance workflow is commercially relevant?
  • What must be validated before any source-package discussion?

Module flow

Input objects to processing logic to output objects.

A compact workflow view for scoping buyer-specific data assumptions, integration fit and proposal boundaries.

Data received

Input objects

  • BOQ lines
  • Quantity units
  • Cost categories
  • Estimate references
  • Budget and ERP handoff fields

Module logic

Processing logic

  • BOQ normalization
  • Category mapping
  • Estimate review workflow
  • Budget variance analysis
  • ERP handoff scoping

Review outputs

Output objects

  • Normalized BOQ structure
  • Mapped cost categories
  • Estimate review queue
  • Budget variance notes
  • ERP handoff assumptions

Intelligence Layer

Proposal-stage intelligence outline.

This is a proposal-stage intelligence outline only. It does not imply a review-ready source package or current controlled source handover.

Deterministic core

Workflow logic first.

Proposal-stage intelligence outline. Available under proposal; scoped buyer validation is required before deeper discussion.

  • BOQ line and unit review outline.
  • Cost category mapping outline.
  • Budget variance review outline.

Signal layer

Construction signals made reviewable.

  • Item structure and unit consistency signals.
  • Cost category and ERP handoff signals.
  • Budget variance and missing-field signals.

ML-assisted candidates

Candidate patterns only.

ML-assisted candidates depend on buyer data, labels, evaluation design and governance.

  • Item normalization candidate.
  • Item similarity candidate.
  • Price anomaly review candidate.

Buyer validation requirements

Buyer-side validation required.

  • Validate BOQ structure, unit conventions, cost categories, pricing sensitivity and ERP handoff assumptions.
  • Confirm whether item normalization, item similarity or price anomaly review has enough buyer-approved data for scoping.
  • Confirm this remains proposal-stage only until buyer assumptions are validated.

Buyer-data-dependent ML

Data and labels shape any evaluated pattern.

  • Item normalization depends on buyer BOQ structure, units and naming conventions.
  • Item similarity depends on buyer-approved item descriptions, categories and matching expectations.
  • Price anomaly review depends on permitted pricing context and evaluation design.

Governance boundary

Human-in-the-loop review.

  • Proposal-stage intelligence outline only.
  • No estimating or pricing accuracy guarantee.
  • No production-readiness guarantee and no public upload or buyer data processing.
  • Buyer-specific validation required before any controlled source-package discussion.

Not claimed

Public ML and outcome limits.

  • Estimating, QS, cost or buyer-side reviewers retain responsibility for interpreting BOQ outputs.
  • Human review required before estimating, pricing, budget or ERP handoff action.
  • No review-ready source-package offer is implied for this route.
  • No current controlled source handover is implied.
  • No estimating or pricing accuracy guarantee.
  • No public upload, public source access or production-readiness guarantee.

Recommended next step

Discuss proposal-stage scoping with BOQ data assumptions and validation questions.

Proposal-stage intelligence outline only. No review-ready source-package offer or current controlled source handover is implied.

Open Intelligence Layer AI approach ML readiness Model governance Review questionnaire

Integration angle

Review against existing platform architecture.

Focus on data shape, handoff points and adaptation effort.

Proposal-stage review against buyer-specific BOQ intake, estimating, cost-code, ERP and budget handoff assumptions.

Potential integration targets

Where this could be assessed.

  • Construction ERP cost-code structures
  • Estimating and quantity surveying systems
  • Cost management platforms
  • Budget review workflows
  • Integrator delivery environments

Typical review questions

The questions this page should help a buyer ask.

For technical, product, project-controls, procurement and commercial stakeholders.

Buyer diligence

Questions to take into a review.

  • Which BOQ structures and unit assumptions need scoped validation?
  • How should cost categories map to the buyer's ERP or estimating model?
  • What budget variance workflow is commercially relevant?
  • What must be validated before any source-package discussion?

What can be reviewed

Proposal-stage materials for scoped validation.

The module page is structured for buyer-specific proposal scoping before any deeper source-package discussion.

Review Material

Synthetic workflow screen

A BOQ review queue can support proposal discussion around lines, units, cost categories, variance notes and handoff assumptions.

Technical

Data object outline

Scoped validation can cover BOQ line objects, unit fields, cost-category mappings, estimate references and ERP handoff fields.

Commercial

Proposal boundary

Buyer-specific validation is required before package completeness, integration fit or licensing structure can be discussed in detail.

Synthetic product mockup

A product surface using synthetic workflow data.

Shows workflow structure without buyer records, demo access or production proof.

Review questionnaire

Open the questionnaire before BOQ / Cost Intelligence scoping.

Share buyer data assumptions, integration fit and commercial path before any source-package discussion.

Open review questionnaire View review pack

Direct line

labs@nivorqa.com

Use email for review-pack requests, module fit questions, licensing conversations and pilot scoping.