AII.INFO AI Research Lab · Pricing Intelligence

AI Projects,
Priced With Intelligence.
Justified With Evidence.

Upload business and technical proposals. Classify complex AI projects. Engineer every cost, and price the value of the real problem solved.

Explore the System
03
Project classes
EN · ع
Proposal languages
KWD
Local pricing
technical-proposal.pdf
Primary source
  • 6 agents detected
  • On-premise deployment
  • RAG knowledge base
Pricing Core
Classification
PLATFORM
PLATFORM_ORCH ✓
Proposed fee · sample
47,950 KWD
Cost-based38,200
Value premium+9,750
85
Problem-value score
Real problem
Specialist agents
MREVCEKMPSSV
01 / The Operating System

From Proposal To Defensible Value.

Structured pricing intelligence powered by explicit engineering rules—not guesses disguised as financial facts.

Pricing Engine
Rule-based · Auditable · Runs locally
Engine online
01
Ingest

Read the technical and business proposals.

02
Classify

Tool, Platform or Infrastructure by ordered rules.

03
Calculate

Hours, rate, contingency and margin.

04
Value

Score the real problem and add a capped premium.

05
Justify

Client-ready explanation and printable quote.

Cost build-up · sample platformhours per component
Discovery & architecture
User interface & dashboard
Model API integration
Agent orchestration
Roles & user management
Workflow engine
RAG & knowledge retrieval
QA & acceptance testing
Decision rules
  • INFRA_SHAREDShared AI services, governance and managed data infrastructure.
  • INFRA_MODELOwned model lifecycle with reusable infrastructure services.
  • PLATFORM_ORCHOrchestrated agents plus managed multi-user or multi-application workflows.
  • PLATFORM_APPSReusable applications with user management.
  • TOOL_DEFAULTFocused AI workflow using one to three agents without shared infrastructure.
  • REVIEW_REQUIREDInputs do not establish a complete classification rule. Review architecture before quoting.
Value factors
Problem clearly stated
Severity
Reach
Evidence
Quantified benefit
03Project classes
10Architecture signals read
05Value factors
02Interface languages
02 / Intelligence Modules

Built For Real Decisions.

Six modules turn proposals into an auditable, client-ready price.

technical-proposal.pdf
Architecture · agents · deployment
business-proposal.docx
Problem · reach · benefit
Evidence quoted for every finding

Proposal Analyzer

Reads PDF, Word, PowerPoint and text proposals in English or Arabic. The technical proposal leads.

Applying decision rules…
INFRA_SHARED ✕PLATFORM_ORCH ✓TOOL_DEFAULT ✕

Classification Kernel

Ordered if–then rules decide Tool, Platform or Infrastructure, with a review fallback.

35 KWD / hour10% contingency40% margin HostingMaintenanceModel / API

Cost Engineering

Component hours, labour rate, contingency, margin and yearly operations, all adjustable.

Problem-value score85 / 100
Real problem — premium applied

Problem-Value Pricing

Five factors score the real problem solved; a capped premium is added only when it is evidenced.

PDF Copy

Justification Builder

Turns cost items and problem value into a clear explanation and a printable quote.

ENعد.ك

Bilingual & Local

Full English and Arabic interface, right-to-left layout and Kuwaiti dinar pricing.

03 / Project Classes

Every Project Has A Price. Know Why.

Starting estimates at the default rates. Your proposals and the problem-value score set the final price.

Tool
from
—

A focused AI workflow with one to three agents.

  • 1–3 agents
  • Discovery, interface, model API, QA, deployment
  • RAG and fine-tuning as add-ons
  • Optional value premium
Infrastructure
from
—

Shared AI services, data and models for a whole organization.

  • Shared AI services & governance
  • Data pipelines & ingestion
  • Model lifecycle operations
  • Security hardening & compute

Estimates use the default rates and exclude the problem-value premium and yearly operations.

AII.PRICE · SECURE OPERATIONS CONCEPT

PRICING COMMAND CENTER.

Local demo workspace. Data is saved on the machine running this server. Authentication and multi-tenant access are not yet enabled.

● LOCAL ENGINE ONLINE

NEW PROJECT VALUATION

Upload proposals for automatic analysis, or enter technical facts for a rule-based classification and quotation.

01 / PROPOSAL DOCUMENTS
Technical proposal (primary source)

Explains the project in most detail — used first for architecture, agents, data, deployment and scope.

    Business proposal

    Main source for the problem, users and expected benefits.

      PDF, DOCX, PPTX, TXT or MD · English or Arabic · drag files onto a box. Text is extracted in your browser; files are not uploaded to any outside service.

      02 / PROJECT INPUT

      TECHNICAL ARCHITECTURE SIGNALS

      03 / PROBLEM & VALUE

      If the project solves a real, evidenced problem, a value premium is added on top of the cost-based price. Leave blank for cost-only pricing.

      PROJECT HISTORY

      Locally saved projects and valuation summaries.

      MARKET INTELLIGENCE

      Evidence registry — no external price feed is connected yet.

      MANUAL DATA
      Do not treat provider marketing estimates as verified Kuwait transaction prices. A commercial release needs dated URLs, scope matching, market/currency normalization and human approval.
      Source intake

      Add verified vendor pricing, published project disclosures and consulting rate cards in a future connector.

      PLANNED
      Kuwait adjustments

      Apply observed local labor and delivery rates with provenance and comparison criteria.

      PLANNED
      Drift alerts

      Warn when a quotation materially differs from sufficiently comparable recent evidence.

      PLANNED

      INTELLIGENCE AGENTS DECK

      Six designed specialist roles. Live autonomous execution is not connected in this version.

      DESIGN MODE
      MRMarket ResearchPrice discovery
      EVEvidence VerificationQuality controls
      CECost EngineerBuild economics
      KMKuwait MarketLocal context
      PSPricing StrategyMargin scenarios
      SVSupervisorReview & approval

      ESTIMATION PARAMETERS

      Transparent assumptions used in calculations. Saved in this browser.

      Default effort assumptions are illustrative and must be approved for each real client project. The value premium is the problem-value score (0–100) multiplied by the maximum premium, applied only when the score reaches the threshold.