From Sales Diagnostics to Verified Business Outcomes

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Qelmuvratyn AI is an intelligent consulting platform that helps sales and revenue consulting firms manage client engagements, revenue diagnostics, sales assessments, improvement planning, and pilot verification in one workspace. With AI-powered revenue analysis, forecast variance detection, and evidence-based recommendations, it helps consulting teams identify revenue gaps, improve sales performance, validate business outcomes, and deliver more accurate, efficient, and results-driven consulting services.

See How It Works

The Consulting Overview

See Every Consulting Engagement in One Clear View

The Qelmuvratyn AI dashboard puts every engagement, forecast, milestone, evidence gap, and financial risk in one view. AI flags forecast variances, revenue leakage, and project delays, then recommends the next priority action—so teams decide faster and deliver verified outcomes.

Qelmuvratyn AI consulting dashboard
1

Forecast Accuracy

Forecast WAPE at 11.6%, down 1.8 pts this quarter, with 82% of milestones on track and 68% of milestones accepted.

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Consulting Performance & Business Impact

AI-POWERED CONSULTING EFFICIENCY
  • 35%

    Faster Consulting Engagement Delivery

    Engagement processing time reduced from 20 days to 13 days in the illustrative scenario. AI-assisted client intake, contract preparation, revenue diagnostics, sales assessments, and improvement planning help reduce manual work and accelerate consulting delivery.

  • +15 pts

    Higher First-Pass Deliverable Acceptance

    First-pass deliverable acceptance increased from 75% to 90% in the illustrative scenario. AI-supported evidence validation, revenue reconciliation, quality checks, and pilot verification help consulting teams identify issues before final client approval.

  • 40%

    Fewer Reconciliation Exceptions Requiring Rework

    Unresolved reconciliation exceptions reduced from 25 to 15 in the illustrative scenario. AI-assisted transaction matching, forecast variance checks, discount verification, and invoice reconciliation help consultants identify discrepancies earlier and reduce repeated reviews.

Note: Illustrative figures for an AI-powered consulting workspace, not measured customer results.

BOOK A DEMO

Turn Your Next Consulting Engagement into a Measurable Success.

Discover how Qelmuvratyn AI helps consulting firms manage client intake, contracts, revenue diagnostics, sales assessments, improvement planning, pilot verification, and billing in one connected platform. Explore how AI identifies revenue gaps, reduces manual analysis, validates improvements, and supports evidence-based consulting decisions.

Have questions before booking? Send us an email to discuss your consulting workflow and business requirements.

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Explore Qelmuvratyn AI in Action

A personalized walkthrough of Qelmuvratyn AI, demonstrating how consulting teams qualify client engagements, prepare contracts, reconcile revenue data, assess sales performance, develop improvement plans, verify pilot outcomes, and manage financial closeout.

45 Minutes · Video Call

Select Your Preferred Demo Date

November 2026

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the nestack operations 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.

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

THE COMPLETE CONSULTING LIFECYCLE

One Platform Across the Entire Consulting Lifecycle

Qelmuvratyn AI connects all eight modules—Dashboard, Client Intake, Proposals & Contracts, Revenue Diagnostics, Sales Assessment, Improvement Plans, Pilot Verification, and Billing & Closeout—in one platform. Every stage, from first qualification to final settlement, runs on verified evidence and AI-assisted workflows, so firms decide faster and deliver measurable, evidence-backed outcomes.

Qelmuvratyn AI client intake dashboard

client intake

Turn Client Inquiries into Qualified Consulting Engagements

Capture client requests, RFPs, and discovery documents in one place. AI extracts business requirements, checks missing information, verifies preliminary revenue claims, and prepares qualification records to help consultants assess engagement readiness before proposal development.

Qelmuvratyn AI proposals & contracts dashboard

proposals & contracts

Build Accurate Proposals and Contracts with AI

Prepare consulting proposals, define project scope, estimate staffing costs, and manage contractual agreements. AI assists with proposal drafting, fee calculations, scope validation, and contract discrepancy detection to support accurate agreements before consulting work begins.

Qelmuvratyn AI revenue diagnostics dashboard

revenue diagnostics

Identify Revenue Gaps and Uncover Commercial Risks

Analyze sales opportunities, forecasts, quotations, orders, and invoices in one workspace. AI reconciles financial records, detects forecast variances, identifies pricing discrepancies, and highlights potential revenue leakage to help consultants establish reliable performance baselines.

Qelmuvratyn AI sales assessment dashboard

sales assessment

Evaluate Sales Performance and Identify Skill Gaps

Assess sales processes, qualification practices, and selling competencies using activity records, interviews, and approved evaluation criteria. AI identifies incomplete qualifications, detects process weaknesses, and suggests evidence-based coaching improvements for consultant review.

Qelmuvratyn AI improvement plans dashboard

improvement plans

Turn Consulting Findings into Actionable Improvement Plans

Transform approved revenue findings and sales assessments into structured corrective strategies. AI drafts improvement actions, updates sales procedures, generates coaching recommendations, and prepares measurable pilot plans to strengthen sales execution and revenue performance.

Qelmuvratyn AI pilot verification dashboard

pilot verification

Validate Improvements with Measurable Business Results

Monitor approved improvement initiatives and evaluate pilot performance against established baselines. AI compares actual outcomes, identifies missing implementation evidence, flags unmet acceptance criteria, and supports quality reviews before client approval.

Qelmuvratyn AI billing & closeout dashboard

billing & closeout

Simplify Consulting Billing and Engagement Closure

Manage consulting invoices, approved milestones, expenses, payments, and final deliverables in one workspace. AI matches contract terms with billing records, detects discrepancies, identifies outstanding payments, and verifies handover requirements to support accurate settlement and engagement closure.

HOW IT WORKS

From Client Engagement to Verified Business Outcomes

Qelmuvratyn AI connects the entire consulting lifecycle in one intelligent platform. From qualifying client requests and defining consulting agreements to analyzing revenue performance, assessing sales capabilities, implementing improvement plans, and verifying results, AI supports every stage while consulting professionals maintain control over critical decisions.

  1. 01 · qualify & contract

    Turn Client Requests into Structured Consulting Engagements

    Client inquiries, RFPs, and business requirements are captured and reviewed. AI extracts key information, identifies missing documents, assists with proposal preparation, validates project scope, and supports contract development before consulting activities begin.

    modules covered: Client Intake + Proposals & Contracts

  2. 02 · analyze & assess

    Identify Revenue Gaps and Sales Performance Challenges

    Sales opportunities, forecasts, invoices, and activity records are examined. AI reconciles commercial data, detects revenue discrepancies, evaluates sales qualification practices, and highlights competency gaps to produce evidence-backed findings for consultant review.

    modules covered: Revenue Diagnostics + Sales Assessment

  3. 03 · improve & validate

    Transform Consulting Findings into Measurable Improvements

    Approved diagnostic findings and sales assessments are converted into corrective action plans, revised procedures, and coaching programs. AI assists with improvement recommendations, pilot planning, and performance comparisons to verify implementation results against established baselines.

    modules covered: Improvement Plans + Pilot Verification

  4. 04 · approve & close

    Verify Client Acceptance and Complete Financial Closeout

    Pilot results and final deliverables are reviewed against contractual acceptance criteria. AI identifies missing evidence, supports invoice reconciliation, checks approved fees and milestones, and highlights outstanding settlement requirements before authorized client approval and engagement closure.

    modules covered: Pilot Verification + Billing & Closeout

Traditional Consulting vs Qelmuvratyn AI

Don’t settle for the AI your software chose.

Traditional tools store documents but never analyze the commercial evidence. Qelmuvratyn AI extracts, reconciles, assesses, plans, and verifies—so every finding is backed by evidence.

Tap a step to see why that model runs it

  1. Extract client objectives, project requirements, and deliverables from RFPs and inquiry documents. Identify missing qualification evidence and prepare structured intake records for consultant review.

  2. Draft consulting proposals, calculate staffing estimates, compare contract clauses, and flag scope or fee inconsistencies before agreement approval.

  3. Match opportunities, quotations, orders, invoices, and credit notes. Detect duplicate records, missing transactions, and commercial discrepancies requiring analyst review.

  4. Compare historical revenue forecasts against validated financial records. Calculate forecast errors, identify pricing anomalies, and highlight potential revenue leakage.

  5. Examine authorized sales interviews, activity records, and qualification forms against approved assessment criteria. Identify missing information and recommend targeted coaching.

  6. Convert approved revenue findings and competency gaps into corrective actions, revised sales procedures, coaching recommendations, and measurable pilot plans.

  7. Compare implementation evidence with approved baselines and pilot targets. Detect missing proof, unsupported improvement claims, and unmet acceptance conditions.

  8. Compare invoices with approved contracts, milestone fees, and acceptance records. Flag billing discrepancies, outstanding balances, and incomplete handover requirements.

One connected consulting workflow

Verified evidence • approved improvements • measurable outcomes

Also routable: Qwen · Grok · Llama · Cohere — or any compatible private domain model you host.

Note: Model names and marks are the property of their owners and appear here to say which APIs a workflow step can be routed to. No endorsement or partnership is implied.

Connectivity

Your whole stack,
connected.

Qelmuvratyn AI connects your existing CRM, financial systems, document platforms, and project management tools in one intelligent workspace. From client intake and revenue analysis to sales assessments, improvement planning, pilot verification, and billing, it keeps consulting data connected and supports AI-assisted workflows across the entire engagement lifecycle.

  • Salesforce
  • HubSpot
  • Microsoft Dynamics 365
  • Zoho CRM
  • Pipedrive
  • Google Drive
  • Microsoft SharePoint
  • Box
  • Dropbox
  • Microsoft OneDrive
  • DocuSign
  • Adobe Acrobat Sign
  • Oracle NetSuite
  • SAP S/4HANA
  • Oracle Fusion Cloud ERP
  • QuickBooks Online
  • Xero
  • Snowflake
  • Google BigQuery
  • Microsoft Power BI
  • Tableau
  • Asana
  • Jira
  • Microsoft Teams

Note: Tool names and marks belong to their respective owners. No endorsement or partnership implied. These are recommended integration targets, not existing confirmed integrations; the top row is the proposed initial set and customers connect only the services they use. Integration availability depends on existing systems, licences, API access, vendor approval, security configuration and implementation scope.

standards & compliance

Built for Trusted Consulting Engagements

Qelmuvratyn AI secures client data, documents every AI-assisted step, and keeps consultants approving each finding—so your firm meets the consulting, security, AI, and privacy standards clients expect.

  • ISO 20700:2017

    Management Consultancy Services

    Supports the consulting engagement lifecycle the standard describes: agreed scope and contracts, structured delivery, documented findings, client acceptance, and engagement closure.

  • ISO/IEC 27001:2022

    Information Security Management

    Supports secure handling of confidential client data — CRM records, invoices, contracts, and sales interviews — with controlled access, document protection, and audit trails.

  • ISO/IEC 42001:2023

    AI Management System

    Supports responsible use of AI in consulting work: documented AI-assisted steps, human review before findings are approved, and traceable links from every recommendation to its source evidence.

  • GDPR (EU) 2016/679

    Data Protection & Privacy

    Supports lawful processing of the personal data in client CRM and sales records, including access controls, data minimization, retention settings, and handling of data-subject requests.

Note: Qelmuvratyn AI provides technical capabilities that support these standards and requirements. It is not itself certified against them, it does not independently certify your practice as compliant, and availability may depend on product configuration, configured integrations and customer operating practices.

Multi-agent platform

Your specialized consulting AI agents, working as one intelligent system.

Qelmuvratyn AI agents automate focused consulting tasks across all eight modules — from the Dashboard and Client Intake to Proposals & Contracts, Revenue Diagnostics, Sales Assessment, Improvement Plans, Pilot Verification, and Billing & Closeout. Each agent performs a focused task while keeping evidence traceable and consultants in control.

Platform metrics

One unified platform

16

Failure modes

Catalogued failure modes in the Nestack Agent Care playbook.

5

SEV-1 failure modes

Failure modes rated at the highest severity level.

1120+

Baseline eval cases

Evaluation cases every agent is tested against before release and after each change.

24/7

Agent monitoring

Continuous monitoring of AI agents running in production.

Explore Agent Care Playbook

Specialized consulting agents and workflows on one unified platform.

ADD-ONS

Connect the Hardware Your Consulting Workflow Needs

Optional hardware that helps consulting teams digitize physical documents, capture supporting evidence, and connect information to AI-assisted consulting workflows.

Flatbed document scanner with its lid open

Document Scanner

Scan client RFPs, contracts, invoices, and financial documents into digital files. Qelmuvratyn AI can use AI-assisted document extraction to identify key information, detect missing details, and prepare structured records for client qualification, contract review, and revenue reconciliation.

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

Priced for the consulting engagements you deliver.

The complete consulting platform

$200/mo

Qelmuvratyn AI runs on a single monthly subscription, covering the entire consulting lifecycle—from client intake and proposals to revenue diagnostics, sales assessments, improvement planning, pilot verification, and billing. It connects AI-assisted analysis, evidence validation, and expert-led decisions in one workspace.

Note: AI API usage is charged separately. Clients must recharge their AI credit balance based on their usage.
  • All 8 modules included
  • Every AI recommendation traceable to its evidence
  • Cloud or private hosting
Book a demo

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

onboarding

What your onboarding fee covers

A one-time setup that gets your consulting firm operational before the first monthly cycle. We configure your client intake forms, proposal and contract templates, revenue analysis frameworks, sales assessment criteria, improvement plans, and pilot verification workflows. We connect your existing CRM, financial systems, document storage, and collaboration tools while configuring all eight Qelmuvratyn AI modules around your consulting processes. Each fee below is a STARTING point; final onboarding costs depend on your data volume, integration requirements, security needs, workflow complexity, and deployment model.

  • Essential

    $1,000+one-time

    Your setup includes:

    • Kickoff workshop to map your consulting service lines, engagement types and deliverable standards
    • Workspace, consultant and reviewer roles provisioned with permissions and audit trail
    • Dashboard configured with your engagement KPIs, forecast-accuracy targets and risk thresholds
    • Client Intake configured with your inquiry forms, qualification criteria and assignment rules
    • Proposals & Contracts pre-loaded with your proposal templates, fee schedules and standard clauses
    • Revenue Diagnostics set up with your reconciliation rules and forecast-variance thresholds
    • Billing & Closeout configured with your invoice templates, milestone fees and handover checklists
    • Live-readiness review before your first monthly cycle
  • Plus

    most chosen

    $2,500+one-time

    Everything in Essential, plus:

    • Connectors to two systems, such as your CRM and your accounting platform
    • Sales Assessment pre-loaded with your competency frameworks, qualification standards and interview guides
    • Improvement Plans templates for corrective actions, revised sales procedures and coaching programmes
    • Pilot Verification set up with your baseline methods and acceptance criteria
    • Live training for consultants, engagement leads and reviewers, with recordings for new joiners
  • Enterprise

    $5,000+one-time

    Everything in Plus, plus:

    • Implementation plan across multiple offices, practice regions or client portfolios
    • Bespoke integrations, API access and SSO for your consultants and client-facing reviewers
    • Bulk migration of historical engagements, proposals, contracts and billing records with cleansing
    • Multi-stage approval gates for client deliverables, pilot sign-off and final settlement
    • Information-security and data-retention controls aligned to client NDAs and regulatory requirements
    • Named onboarding manager with a defined go-live date

how it runs

Two ways to run Qelmuvratyn AI

Same platform, same ongoing subscription price. Only the onboarding may differ by your requirements.

Cloud (SaaS)

Runs in Nestack's managed cloud, with hosting, scaling, updates and backups handled for you. The fastest way to start: client data imported and revenue records reconciled without any infrastructure to stand up.

Private / self-hosted

The same platform deployed inside your client's own cloud, VPC or on-prem environment — for regulated operations, board-level programmes and engagements bound by strict data-handling terms. Their operating data never leaves their environment, and the monthly subscription stays exactly the same.

Note: The subscription is identical on either model; only the onboarding scope differs by your security and deployment requirements.

BEFORE YOU SUBSCRIBE

Your questions. Answered plainly.

Clear answers about consulting workflows, AI-powered revenue analysis, evidence verification, integrations, and engagement management.

  • Qelmuvratyn AI connects client intake, proposals and contracts, revenue diagnostics, sales assessments, improvement planning, pilot verification, and billing in one platform. It helps consulting teams manage engagements from initial qualification through verified outcomes and financial closeout.

  • The platform compares sales opportunities, forecasts, quotations, orders, and invoices to detect inconsistencies. AI-assisted analysis highlights forecast variances, pricing discrepancies, unauthorized discounts, and potential revenue leakage for consultant verification.

  • Yes. The platform analyzes authorized sales activity records, qualification forms, interviews, and approved assessment criteria. AI identifies missing qualification details, process weaknesses, and potential coaching needs while consultants retain control over final evaluations.

  • The platform links diagnostic findings and improvement recommendations to their supporting sales records, financial documents, and assessment evidence. Consultants can review source information, validate findings, and approve recommendations before they are included in client deliverables.

  • Qelmuvratyn AI compares pilot outcomes against validated performance baselines and approved acceptance criteria. It identifies missing implementation evidence, highlights unmet targets, and supports quality reviews before authorized client acceptance.

  • Qelmuvratyn AI is designed to support integrations with CRM platforms, accounting systems, document storage, and collaboration tools. Planned connections can enable commercial data imports, financial reconciliation, contract management, and coordinated consulting workflows. Specific integrations depend on implementation and available API access.

  • Yes. The platform can be configured around your consulting firm's qualification requirements, proposal templates, revenue diagnostic methods, sales assessment criteria, improvement plans, pilot verification rules, and approval processes during onboarding.

  • Qelmuvratyn AI is offered at $200 per month, covering all eight modules. Onboarding is charged separately as a one-time setup fee, while AI API consumption is billed based on usage. Clients must recharge their AI credit balance according to their consumption.

Still weighing it up? book a walkthrough or send us a message — we’ll answer with care and clarity.