Engineering and Delivery Operations.

From technical briefto verified delivery.

Arqelvon AI gives multi-discipline engineering practices unified control over the delivery lifecycle—from parsing complex RFP specifications and pricing discipline hours to resource allocation, BIM coordination, code checking, and final handover. Intelligent models surface discrepancies across drawing packages, forecast fee-at-risk, and flag milestone bottlenecks before delivery slips. This keeps principals, engineers, and clients aligned through every delivery phase.

Nine modules, one delivery recordRequirements Intake

Platform

The whole delivery portfolio, on one quiet screen.

Arqelvon AI opens on the operations dashboard: which projects are on plan, which are burning fees, which disciplines are over capacity, and what an experienced principal would do about it next. Click a marker to see what each panel is telling you.

See all nine modules
Arqelvon AI: Delivery Operations Dashboard with portfolio KPIs, delivery pulse, AI operations brief and discipline utilisation

Delivery Operations Dashboard42 active projects, $8.4M backlog, 6 flagged for review, Electrical at 108% next week.

Proven Business Impact & ROI

Engineering Operations Benchmark

Swipe through impact metrics →

  • 6 hrsweekly per lead

    Evidence prep

    Teams lose hours pulling specifications, code standards, and brief facts from RFPs and drawing sets before design kickoff. AI in the intake hub reads uploads, extracts citations, and surfaces compliance gaps so engineering work starts ready.

  • 2:1design vs admin

    Coordination load

    Chasing deliverable status in email and meeting threads drains principal hours. The project dashboard shows new change notices, workload forecasts, and cleared submittals so every discipline shares the same picture.

  • 34%less rework

    Delivery risk

    Engineering drawing packages still pick up last-minute fixes when review is informal. Review and exception queues on the dashboard flag scope creep, staffing pressure, and standards deviations before delivery.

  • 100%intake triaged

    Pipeline intake

    Opportunities and scope variations slip when intake lives in disparate inboxes. Opportunity intelligence logs each request, scores discipline fit, and routes next steps — the same stream as new requests on the dashboard.

THE ENGINEERING OPERATIONS BENCHMARKS SHOWN ABOVE ARE ILLUSTRATIVE TARGETS FOR AN ENGINEERING CONSULTANCY WORKSPACE, NOT MEASURED ARQELVON AI CUSTOMER RESULTS OR A PERFORMANCE GUARANTEE.

The Nestack Professional Services Suite

Multi-Industry AI Ecosystem

Built for every corner of professional operations.

Operations, technical reviews, and advisory mandates move differently in every field, with unique teams, workflows, documents, and decisions. Explore our specialized sister platforms engineered for complex delivery.

Swipe to explore suite →

Full Suite Integration

Unified intelligence across engineering delivery, consulting, strategy & audit.

Deploy the Nestack Professional Services Suite to integrate mandate scoping, engineering deliverable tracking, consulting advisory, and audit workpapers under a single operational view.

Book a demo

Every Nestack platform operates on shared AI orchestration, verified evidence tracing, and industry-tailored ingestion models.

The whole operation

See how every step connects.

The same project record moves through each module — from intake and pursuits through resource planning, production, technical review, controls, and field coordination. Each section shows what your team does, what the AI prepares, and how one completed step sets up the next.

Swipe through modules →

  • Intake

    Turn RFPs Into Real Opportunities.

    RFPs, RFQs, specifications, and drawings arrive and are read field by field. Each requirement lands with an evidence citation, its disciplines, a confidence score, and one of five review states — nothing gets missed in the pack.

    Arqelvon AI: Intake
  • Pursuits

    Scope, Fee, Qualifications, Ready.

    Every qualified opportunity becomes a scope canvas: deliverables, discipline hours, past-project experience, assumptions, exceptions, and a defensible fee. Compliance requirements sit next to the draft, so nothing goes out unaddressed.

    Arqelvon AI: Pursuits
  • Planning

    The Right Engineer On The Right Milestone.

    Engineers, designers, BIM specialists, and reviewers are allocated across projects by capacity, licence, and milestone. Conflicts — capacity, licence, PTO, deadline — surface before a plan is confirmed, not after a slip.

    Arqelvon AI: Planning
  • Production

    Deliverables, Coordinated. Nothing Blocking.

    Drawings, calculations, specifications, and BIM models move through Draft → Coordination → Check → Review → Ready. Dependencies between disciplines are visible, so a routing question in Mechanical never quietly stalls Electrical.

    Arqelvon AI: Production
  • Review

    Traceable Checks, Before Issue.

    Every deliverable clears self, discipline, interdisciplinary, code, and EOR review. Findings carry evidence — a drawing region, a calculation reference, a standard clause — plus severity and status, so a partner signs off from proof, not memory.

    Arqelvon AI: Review
  • Controls

    Fee-At-Risk, Spotted Early.

    Budget burn, schedule variance, utilisation, and change requests are forecast together, with a confidence score and a suggested action. The signal that a mandate is drifting reaches the principal before the invoice does.

    Arqelvon AI: Controls
  • Field

    Site, Answered. RFIs Closed.

    RFIs, submittals, site observations, NCRs, and punch items are tracked with location, owner, due date, and priority. Photos and drawing references land against each item, so a field response is written from evidence.

    Arqelvon AI: Field
  • Closeout

    Records Assembled. Handover Complete.

    Final drawing sets, calculation packages, warranties, and certificates are assembled, verified, and handed over. Gaps come with an owner and a suggested fix; a readiness view confirms every record before the archive locks.

    Arqelvon AI: Closeout

How it works

From project information to daily action

One continuous line: work arrives the way it already does, Arqelvon AI prepares what's next, and your team decides — across intake, pursuits, planning, production, review, and controls.

Swipe through steps →

  • 01

    Start with your existing workflow

    Keep using your CRM, drawing sets, BIM models, and scheduling tools. Arqelvon AI connects to what you already run — no forced process rewrite.

  • 02

    AI prepares the work

    Incoming briefs, files, and specifications are read automatically. Gaps, code risks, and draft next steps are surfaced before your team has to assemble them by hand.

  • 03

    Your team stays in control

    Principals and discipline leads decide on scope, hours, calculations, and sign-offs. Progress, exceptions, and variances stay on one project record through closeout.

Traditional SaaS vs Arqelvon AI

Don't settle for the AI your software chose.

Most platforms ship one model and you work inside its limits. This one picks the best model for the work in front of you — and tells you which one ran it.

Traditional SaaS

Built-inAI

One model, one pass, and no step you can point somewhere else.

You work within its limits.

Arqelvon AI • Routed Extraction

01

Read the scanned packet

Layout-aware OCR holds the boxes, table rows and totals on a W-2 or a K-1 that a general model flattens into prose.

Document AI
Layout-aware OCR
02

Sort every page

A fine-tuned classifier tells a 1099 from a bank statement page by page, at a fraction of frontier cost.

🤗Hugging Face
Inference providers
03

Hold the whole packet at once

Long context keeps all forty pages in view, so a correction on page 9 still updates the figure it feeds on page 2.

Gemini
Long-context frontier
04

Extract into your schema

Constrained decoding against a strict field schema, so the record never lands malformed in the ledger.

OpenAI
Structured output
05

Reconcile against last year

A reasoning pass compares this year's figures against the prior return and surfaces only what actually moved.

Claude
Frontier reasoning
06

Draft the deliverable

The summary is written from validated fields, every figure still carrying the page and line it came from.

MMistral
Cost-efficient drafting

Note: Provider and model names describe the ecosystem an orchestration layer can route to. They are not a claim of partnership or endorsement, and not a statement that every model listed is enabled in a given workspace — the routing set is configured per deployment.

Connectivity

Your whole stack, connected.

Connects with the CRM, collaboration, document, data and signature systems your firm already runs on through documented APIs. Client records, files, staffing signals and status updates move into Arqelvon AI — and back out — without repeated manual entry.

Note: Tool names and marks belong to their respective owners. No endorsement or partnership implied. Integration availability depends on your existing systems, licences, API access, security configuration and implementation scope.

Standards we support

Built for responsible engineering operations

Arqelvon AI supports the privacy, security and governance controls engineering consultancies and their clients expect. Compliance still rests on how your firm configures, governs and operates the platform.

Swipe through standards →

  • ISO 20700:2017

    Streamlines the engagement lifecycle the guideline describes: Opportunity Intake clarifies the client's need, Scope & Pursuits defines deliverables and timeline, Team Planning matches the right licensed engineers, and Delivery Assurance checks execution against what was agreed, through client acceptance and close-out.

  • GDPR

    Maintained directly as your processor: a data processing agreement (DPA), sub-processor obligations and support for data-subject requests. Client drawings, calculations and project material are encrypted in transit and at rest, access-controlled and logged, and can stay inside your own VPC or on-premises.

Note: Arqelvon AI provides technical capabilities that support these frameworks. It does not independently certify your organization, and availability may depend on product configuration, deployment model and operating practices.

Arqelvon AI ships

Production agents for engineering consulting playbooks.

Not a chatbot on the side. Nestack Agents run the workflows your firm already delivers — with the operational bar engineering practice expects.

Sister platform — Nestack Agents

Nestack Agents · Scope playbook

01 · 05 playbooks

Software only gets you to RFP & scope synthesis readiness. These agents run the delivery.

Municipal RFP requirements, multi-discipline scope splits, cited addenda checks and qualification matrix stress tests — scoped, sourced and logged like production delivery.

  • 186

    Failure modes

  • 82

    SEV-1 checks

  • 1130+

    Eval cases

  • 24/7

    Agent monitoring

Explore engineering consulting AI agents

Runs on models and tools your firm already uses — not a one‑off chat.

Add-ons

Extend Arqelvon AI with hardware.

Connect compatible scanners and capture devices. Each has a named route into a module so readings land on the project record instead of being re-keyed.

Swipe through hardware options →

  • Duplex Document & Plan Scanner

    TWAIN / eSCL · Requirements Intake

    High-speed scanner for digitizing client briefs, RFPs, specifications, and drawing sets. Scanned files are indexed in the Requirements Intake module for completeness checks, extraction, and AI review.

  • Site Environmental & Conditions Gateway

    IoT / MQTT / BLE · Field Coordination

    Rugged site sensors and gateway for capturing active environmental metrics, site observations, and inspection notes. Telemetry and readings stream directly into the Field Coordination Board.

Note: Hardware, installation, and integration are not included in the standard subscription. Additional charges apply based on the hardware selected, integration modules required, and implementation scope.

Our prices

One plan for the whole firm.

the whole firm

$200/mo

Arqelvon AI runs on a single monthly subscription, covering every mandate your firm runs — from first request through opportunity, design, evidence, advisory and assurance.

  • All eleven modules included
  • Every mandate on one shared client record
  • Cloud or private hosting

Onboarding is a separate one-time fee, set out below.

Note: AI API usage is charged separately. Clients must recharge their AI credit balance based on their usage.

Onboarding

What your onboarding fee covers

A one-time setup that gets your engineering practice fully live before the first monthly cycle — we bring in your active projects, past proposals and precedent library, connect your CRM, drawing store and BIM environment, and configure intake, planning, production, review and controls around how your disciplines actually deliver. Each fee below is a starting point: the final onboarding is scoped once we understand your environment, security needs, integrations, data volume, compliance requirements and deployment model.

Swipe through onboarding tiers →

  • Essential

    01
    from

    $1,000+

    one-time · a starting point, scoped to your firm

    The foundation:

    • Kickoff workshop to map your engineering delivery lifecycle, from RFP to closeout
    • Workspace provisioning with principal, project-manager, discipline-lead and engineer roles
    • Import of active projects, open pursuits and current engagements
    • RFP intake, requirement extraction and routing rules configured to your service lines
    • Pursuits scope, hours and fee templates set to your rate cards and past-project experience
    • Email and calendar connected so client requests and coordination meetings land in one place
    • Delivery dashboard configured for portfolio KPIs, delivery pulse and discipline utilisation
    • Go-live readiness review before your first monthly cycle
  • Plus

    Recommended
    02
    from

    $2,500+

    one-time · a starting point, scoped to your firm

    Everything in Essential, plus:

    • Precedent library seeded from past proposals, calculations and drawing sets
    • Document extraction tuned to your specs, contracts and permit conditions
    • CRM and drawing-store integration (Deltek Vantagepoint, SharePoint, Autodesk Docs) — records stay in sync both ways
    • Field module wired to your site check-in and RFI / submittal workflows
    • Live training for principals, project managers and discipline leads, with recordings to keep
  • Enterprise

    03
    from

    $5,000+

    one-time · a starting point, scoped to your firm

    Everything in Plus, plus:

    • Multi-office or multi-discipline rollout with a phased implementation plan
    • SSO, access policies and audit logging mapped to your ISO/IEC 27001 controls
    • Controls, earned value (ANSI/EIA-748) and change management configured to your delivery methodology
    • Vendor assurance registers configured to your subconsultant qualification policy
    • Bulk migration of historical projects and drawing revisions with cleansing and reconciliation
    • Named onboarding lead with an agreed go-live date and executive check-ins

How it runs

Two ways to run Arqelvon AI — same platform, same ongoing subscription price. Only the onboarding may differ by your requirements.

Cloud (SaaS)

Runs in Nestack's managed cloud — the fastest way to go live. We handle hosting, updates and scaling so your firm logs in and starts working; intake, proposals, drawing store and firm knowledge are live without infrastructure to stand up.

Private / self-hosted

The same platform deployed inside your own infrastructure — your cloud, VPC or on-prem — for firms bound by strict client confidentiality. Engineering files, drawing revisions, calculations and project data never leave your environment, and the ongoing subscription price stays the same.

FAQ

Questions principals tend to ask first.

01What does Arqelvon cost?

Arqelvon is priced around your team, project needs, and the modules you actually use. We keep the pricing straightforward rather than charging for features you don't need. During the demo, we’ll walk you through the subscription and any one-time onboarding costs before you commit.

02What is included in the subscription?

Your subscription gives your team access to the Arqelvon workspace and the modules agreed for your workflow. We’ll help you identify the right setup based on how your team currently handles projects, so you’re not paying for unnecessary functionality.

03Is there a one-time onboarding or setup fee?

If your team needs help configuring Arqelvon, the onboarding fee covers the initial setup, workflow configuration, and getting your team ready to use the platform. The exact scope is discussed upfront, so there are no surprises after you subscribe.

04How quickly can our team start using Arqelvon?

You don't need to rebuild your existing process from scratch. We start by understanding your current workflow, configure Arqelvon around it, and guide your team through the initial setup. The timeline depends on the level of configuration your organization needs.

05Where is our project data stored, and who can access it?

Your project information is handled with confidentiality and access controls in mind. If your organization has specific security, hosting, or infrastructure requirements, we can discuss those during the buying process before you move forward.

06What happens if we need help after subscribing?

You’re not left on your own after implementation. Our team provides support for setup, usage questions, and issues that come up as your team starts working with Arqelvon. For teams with more involved requirements, we can discuss the appropriate support arrangement.

07Can we try Arqelvon before committing to a subscription?

Yes. The best way to understand whether Arqelvon fits your workflow is through a product demo. We can walk through the platform using your team's requirements, answer your questions around pricing and implementation, and explain what the next step would look like.