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B2B Engineering & Revenue Systems · GCC · EU · US

Three engineering practices. One standard: commercial reality.

We automate manual operations across your ERP and CRM, engineer autonomous agents governed by fail-closed cryptographic gates, and run performance marketing measured on cash collected in your general ledger.

Book an architecture reviewExplore the 3 practices

Fixed-scope production pilots · Zero marketing buzzwords · Full source code handoff

Core practices

What we build and deploy

Every service is structured around a concrete operational failure, a deterministic technical architecture, and a measurable business outcome.

01Systems of Record · CRM & ERP
4 to 6 weeks to production cutover

B2B AI Automations (CRM, ERP)

We eliminate manual document handling and double-entry between your commercial CRM and your operational general ledger.

The Operational Failure

A mid-market company with 50 to 500 employees routinely spends 120+ hours every week manually cross-referencing supplier PDF invoices against purchase orders in Business Central or Odoo. When line-item prices differ by 2%, payment is delayed, close cycles stretch to nine days, and staff spend hours re-typing numbers between systems.

Capabilities Delivered

Accounts Payable & Three-Way Matching

Background workers ingest PDF invoices, extract line items, match against purchase orders and goods receipt notes, and post balanced entries to the general ledger with $0.00 variance.

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Bi-Directional CRM & ERP Synchronization

Real-time schema mapping between Salesforce/HubSpot and Dynamics 365/Odoo. When a quote closes, sales orders, customer accounts, and tax lines post immediately without human re-entry.

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Automated Quote-to-Cash & Contract Ingestion

Parse executed PDF agreements, map recurring payment milestones, create billing schedules, and trigger invoice dispatch based on verified delivery criteria.

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Freight & Logistics Exception Resolution

Continuous monitoring of carrier webhooks and customs notices. Discrepancies update ERP shipment records and alert warehouse managers before stock runs out.

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What Actually Ships
  • Production integration daemon deployed in client VPC
  • Line-item schema validation and OCR parsing engine
  • Exception handling queue with automated Teams/Slack routing
  • Automated daily reconciliation audit logs
Standard Pilot Investment$18,000 – $28,000 fixed pilot fee
Scope an ERP automation pilot
02Agent Infrastructure · Security & Policy
6 to 8 weeks to full deployment

B2B AI Agent Development & Governance

Autonomous agents that read and execute inside production databases — constrained by fail-closed cryptographic gates.

The Operational Failure

Autonomous agents that execute tool calls without deterministic boundaries are a liability. A model that hallucinates an inventory write, approves an invalid refund, or leaks unredacted customer PII violates compliance and corrupts databases. Prompt-level instructions fail under prompt injection and cannot be audited.

Capabilities Delivered

Custom Stateful Multi-Agent Swarms

Planner-Worker-Verifier architectures built in Python and Rust. Cyclic state graphs manage long-running multi-step operations with persistent relational memory.

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Issa Action Gateway (Fail-Closed Execution Plane)

An external proxy sitting between the agent and your tools. If an action violates policy or exceeds spend limits, execution halts immediately by default.

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Canonical SHA-256 Human Approval Gates

Irreversible actions — database writes, payments, record deletions — stop for cryptographic sign-off before any external API or database is touched.

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Vantura Client-Side Reasoning & PII Scrubbing

On-device ReAct loops that strip credit card numbers, national IDs, and proprietary secrets before tokens leave the local device boundary.

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What Actually Ships
  • Containerized agent orchestration runtime
  • Deployed Issa Gateway instance with custom policy rules
  • Human-in-the-loop review dashboard (Slack/Teams/Web)
  • Cryptographic append-only WAL audit ledger
Standard Pilot Investment$22,000 – $48,000 fixed pilot fee
Request an agent architecture audit
03Pipeline Engineering · RevOps
2 weeks to initial launch

B2B Performance Marketing & RevOps

Customer acquisition and Account-Based Marketing measured directly on settled general ledger revenue, not platform clicks.

The Operational Failure

Most B2B companies spend $15,000 to $40,000 per month on ad agencies that report cost-per-click and form fills. Sales teams complain about unqualified contacts, and finance cannot reconcile marketing expense against actual cash collected in the accounting ledger.

Capabilities Delivered

Closed-Loop ERP & CRM Attribution

Ad click identifiers (UTMs, click IDs) persist through CRM opportunities into the posted invoice in Dynamics 365 or Odoo, reporting ROI on recognized cash collected.

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Account-Based Marketing (ABM) Infrastructure

High-intent LinkedIn Thought Leader ads and targeted search campaigns focused exclusively on verified decision-makers at named accounts.

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Automated Outbound Enrichment & Waterfalls

Multi-source enrichment pipelines (Clay, Apollo, custom scrapers) that verify hiring signals, tech stack data, and executive contact details.

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Pipeline-First Reporting (Zero Vanity Metrics)

Every weekly review tracks qualified sales meetings (SQLs) booked, pipeline value influenced, and cost per opportunity. We reject click-based reporting.

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What Actually Ships
  • Full tracking and server-side tagging configuration
  • CRM opportunity-to-ERP ledger attribution pipeline
  • ABM campaign setup across LinkedIn Ads and Google Search
  • Weekly pipeline and CAC dashboard tied to recognized revenue
Standard Pilot InvestmentSetup: $5,000 · Retainer: $6,500 – $12,500 / month flat
Audit your B2B revenue engine

Market differentiation

Why operations leaders choose DataDaur

Most agencies build fragile chatbot scripts or run ads without ledger accountability. Here is how our engineering compares.

DimensionGeneric AI AgenciesTraditional Ad AgenciesDataDaur Engineering
Technical ArchitectureMake.com / Zapier / Raw OpenAI prompt wrappersAd platform pixels & landing page templatesFull-stack Rust (Issa), Python, AL/X++, and native SQL/Dataverse
Security & GovernanceSystem-prompt instructions (fails prompt injection)No data protection or governance layerFail-closed action gateway, SHA-256 human approval, PII scrubbing
Systems of Record IntegrationGoogle Sheets and basic webhook endpointsHubSpot forms only (no ERP connection)Direct posting logic in Dynamics 365, Odoo 19, and SAP ledgers
Measurement MetricNumber of agent runs or tokens billedImpressions, clicks, cost-per-lead (MQLs)Hours saved, subledger $0.00 tie-outs, and closed-won ARR
Failure ModeHallucinated database writes and API rate limitsAd spend spent with zero pipeline createdFail-closed: execution stops before an unauthorized write occurs

Delivery runbook

How engagements are executed

Every project follows a deterministic four-phase progression. There are no surprise change orders or ambiguous hand-offs.

01

Architecture Audit

10 Business Days

We inspect API endpoints, database schemas, and manual bottlenecks. You receive a functional proof-of-concept and a written architectural runbook.

02

Tool & Schema Build

Weeks 2 to 4

We build the agent graph or automation daemon in staging, configure validation contracts, and connect to test ERP/CRM databases.

03

Fail-Closed Gate

Week 5

We deploy the Issa Action Gateway, test failure modes, and run parallel shadow runs. If accuracy drops below 99.9%, the gate stays closed.

04

Production Cutover

Week 6 & Ongoing

Live production release, automated logging, and hypercare through first month-end financial close. Full source code is handed over.

Commercial engagements

Fixed-scope pricing with binary acceptance gates

We do not bill open-ended hourly fees or percentage of ad spend. Every engagement is gated on mathematical verification: $0.00 ledger variance and zero unhandled exceptions.

Stage 01: Architecture DiagnosticDiagnostic Sprint
$3,500 – $4,50010 business days

Mid-market companies validating feasibility, API schemas, and security boundaries before capital allocation.

  • API schema and rate-limit audit (Dynamics, Odoo, Salesforce, SQL)
  • Manual bottleneck quantification and annual labor cost analysis
  • Threat modeling, privilege boundaries, and prompt-injection testing
  • Functional proof-of-concept prototype demonstrating core logic
Acceptance gate: Working prototype executed in sandbox with documented schema report.
Book 10-Day Diagnostic
Stage 02: Production PilotMilestone-Gated Build
$18,500 – $48,0004 to 6 weeks

Companies deploying a business-critical workflow into live production with deterministic safety gates.

  • Full production daemon/agent deployment in client VPC
  • Bi-directional ERP/CRM sync or automated AP 3-way matching
  • Issa Action Gateway integration with fail-closed security plane
  • Human-in-the-loop exception dashboard (Teams, Slack, or Web)
Acceptance gate: $0.00 ledger posting variance across 500+ historical test transactions.
Scope Production Pilot
Stage 03: Continuous GovernanceMonthly Retainer
$3,500 – $12,500 / moMonthly recurring

Enterprises requiring 24/7 runtime monitoring, schema drift updates, model evals, or ongoing ABM pipeline.

  • 24/7 dead-letter queue monitoring and automated exception alerts
  • Schema drift maintenance when ERP fields or CRM objects change
  • Continuous prompt regression testing and LLM evaluation suites
  • Dedicated Slack/Teams channel with 1-hour critical response SLA
Acceptance gate: Monthly SLA uptime report with 99.9% gate availability.
Explore Retainer Terms
✓ 100% Diagnostic Credit

If you proceed to a production implementation within 30 days of receiving your 10-day Architecture Diagnostic, the full fee ($3,500 – $4,500) is deducted from the build contract.

✓ Deterministic Acceptance Gate

Final milestone payments are gated on binary verification: $0.00 ledger reconciliation variance and 100% fail-closed schema conformance in staging before cutover.

✓ Full Code & VPC Ownership

All custom agent code, Rust gateway binaries, and automation runbooks deploy into your cloud environment (AWS, Azure, GCP, or on-premise) with complete source code handoff.

✓ Zero Spend-Markup Policy

We charge flat monthly retainers rather than a percentage of ad spend or token usage. We have zero financial incentive to inflate your media budgets or compute consumption.

All rates reflect fixed-scope milestone delivery. Cloud compute, model API tokens, and third-party software licenses pass through directly at cost without markup. 100% of Architecture Diagnostic fees are credited toward Phase 2 production builds.

Questions

Technical and commercial questions, answered straight

  • We place an external enforcement plane—the Issa Action Gateway—between the language model and your tools. The model never has direct network access to your databases. Every proposed tool call is evaluated against deterministic schema rules and spend thresholds. If a call involves an irreversible state change (such as posting a financial transaction or updating an inventory balance), it stops for a cryptographic human approval before execution.

Start here

Bring us your most expensive operational bottleneck.

An architecture review is 90 minutes directly with our Chief AI Engineer. Bring your schemas, your ERP close process, and your manual volume. You keep the written assessment regardless of whether you engage us.

Book an architecture reviewReview delivered case studies

Direct review with Tayyab Mughal · Email: contact@datadaur.com · No sales pitch deck