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Seven Billion Architecture
WORKFLOW AI · AGENTIC SYSTEMS

Enterprise AI that moves from experimentation into production.

We build custom LLM-powered applications, multi-agent autonomous workflows, and domain-adapted models integrated directly into your existing enterprise data infrastructure.

6 WeeksPilot to Production
+43%Throughput Lift
100%OWMS Governed
VPC & Sovereign Cloud • Zero Data Retention
ENGINEERING DISCOVERY BRIEFING
Architect your solution.

Map your schema with our principal engineers. Receive a deterministic feasibility roadmap within 48 hours.

NDA-protected • 30-min call with senior engineers • No generic pitch
Pre-Integrated Across Your Enterprise Data Fabric
PyTorch
Enterprise AI Consulting: What It Is and How It WorksLangChain
Enterprise AI Consulting: What It Is and How It Works Created with Sketch. Hugging Face
Enterprise AI Consulting: What It Is and How It WorksOpenAI
Enterprise AI Consulting: What It Is and How It WorksAnthropic
Enterprise AI Consulting: What It Is and How It WorksSnowflake
Enterprise AI Consulting: What It Is and How It WorksDatabricks
PostgreSQL
MEASURABLE OPERATIONAL OUTCOMES

Measure every yield curve before production.

Every engagement is bound to deterministic operational metrics and audit guarantees, not speculative estimates.

99.4%
Extraction Precision
Zero-hallucination semantic parsing across complex multi-page contracts, invoices, and unstructured logs with source provenance.
6 Weeks
Deployment Velocity
Accelerate from concept to hardened production service with existing enterprise security clearance.
+43%
Operating Velocity
Eliminate manual data handoffs between disparate systems, cutting audit latency from hours to seconds.
DETERMINISTIC EXECUTION GRAPH

Autonomous workflows tailored to your enterprise schema.

Generic wrappers fail because they lack schema awareness and transactional write-back capabilities. We engineer deterministic agent graphs with strict boundary validation, ensuring model actions comply with existing business rules before touching production databases.

Explore Workflow Architecture →
"Seven Billion reduced our procurement audit cycle from 4 weeks to 20 minutes with zero policy infractions."
Marcus Vance • VP of Global Supply Operations, Industrial Components Corp
seven-billion-agent://workflow-audit-v3
LIVE EXECUTION
Operator PromptAudit unbilled supplier invoice #INV-9942 against SAP PO #8841-B and customs bill of lading.
Seven Billion Engine • 99.8% ConfidenceCross-referenced 3 documents. Found 1 contractual variance: demurrage line item ($14,250) is excluded under Master Service Agreement section 4.2.
Line Item DescriptionPO AmountBilled AmountAudit Verdict
Precision Machined Shafts (x450)$135,000.00$135,000.00Matched
Air Freight Expedited Surcharge$8,400.00$8,400.00Approved
Port Demurrage / Holding Fee$0.00$14,250.00Disputed
Multi-Agent Orchestration
Coordinated agent graphs that handle multi-step reasoning, tool invocation, and state persistence with automated retries.
LangGraphTemporalPythonFastAPI
Strict Boundary Validation
Deterministic guardrails that prevent hallucinated write-backs, schema violations, and unauthorized data mutations.
PydanticZodOpenTelemetrySQLAlchemy
Sovereign LLM Deployment
Self-hosted open-weights models and private endpoints deployed within your VPC, guaranteeing zero data exposure.
vLLMTGIAWS BedrockAzure OpenAI
Enterprise Tool Calling
Native bi-directional connectors for SAP S/4HANA, Salesforce, Snowflake, Databricks, and legacy relational databases.
SAP BAPIRESTGraphQLgRPC
PROPRIETARY ACCELERATORS

Pre-Built Engines. 60% Faster Time-to-Value.

We do not start from a blank slate. We calibrate production-proven engines against your domain logic, cutting deployment from 18 months to 6 weeks.

Legal & Contract Intelligence Engine

Multi-Agent Extraction & Audit Pipeline

1,200+ Pages Analyzed in <90s
Try the Accelerator→
Relevant accelerator demo: Legal Drafting & Compliance mapped to this service capability.
Try it with my data →
[SOURCE: MASTER_PURCHASE_AGREEMENT_REV4.PDF]

"Section 4.2 Demurrage and Port Delay Charges: Neither Buyer nor Consignee shall be liable for demurrage or container storage fees resulting from customs inspection delays at the port of entry unless written notice is served within 48 hours."

"Section 8.1 Liability Caps: Total cumulative liability under this purchase order shall not exceed $5,000,000.00 USD, excluding willful misconduct."

Indemnity Ceiling99.8% CONF
$5,000,000.00 USD
Demurrage ClauseFLAGGED
Unauthorized Demurrage ($14,250.00)
ERP Action TargetREADY
SAP S/4HANA PO #8841-B Adjustment
ACCELERATOR
Document Intelligence Engine
Complex multi-page OCR, table extraction, and semantic reconciliation with deterministic schema mapping.
99.4% Field Precision
ACCELERATOR
Enterprise Agent Orchestrator
Stateful multi-turn agent coordinator with human-in-the-loop validation, policy enforcement, and audit logs.
100% Deterministic Guardrails
ACCELERATOR
Domain Embedding Pipeline
Hybrid dense-sparse vector search over private enterprise data stores with sub-second retrieval guarantees.
<45ms Retrieval Latency
EXECUTION BLUEPRINT

From schema audit to production in 6 weeks.

A battle-tested deployment framework designed to satisfy strict enterprise security clearances without slowing engineering execution.

01
Scoping & Schema Ingestion
We map your target workflow, audit data schemas, establish latency benchmarks, and define deterministic acceptance criteria.
Week 1–2
02
Agent Graph & Policy Modeling
We construct the reasoning graph, calibrate domain-specific prompts, integrate tool-calling endpoints, and implement guardrail rules.
Week 3–4
03
Shadow Execution & Accuracy Benchmarking
The agent runs in shadow mode against production traffic, benchmarking outputs against human operators until 99%+ precision is proven.
Week 5–6
04
Production Cutover & Write-Back
Gradual automated write-back with human-in-the-loop escalation gates, full OpenTelemetry tracing, and ongoing SLA guarantees.
Week 7+
CASE STUDY · GLOBAL MANUFACTURING
99.4%
Automated extraction precision across 14,000 monthly engineering drawings & supplier tenders

How an industrial manufacturer eliminated $4.2M in annual manual review costs.

The client received over 14,000 multi-page supplier tenders each month with heterogeneous schemas, causing procurement delays and pricing errors. Seven Billion deployed a sovereign multi-agent pipeline that extracted line items, verified contractual terms, and reconciled quotes against SAP contracts in under 90 seconds.

"Seven Billion gave us production-grade AI that our compliance and engineering teams could actually trust. It fundamentally changed our operational throughput."
Marcus Vance • VP of Global Supply Operations, Industrial Components Corp
FREQUENTLY ASKED QUESTIONS

Everything you need to know about deployment & security.

How do you prevent model hallucinations in production write-back?−
We never permit unstructured LLM outputs to write directly to production databases. All model actions pass through a deterministic validation layer that validates schemas, verifies business invariants, and checks transactional permissions before any write is committed.
Can we deploy the models entirely within our private cloud / VPC?+
How long does it take to deploy a custom AI workflow to production?+
How do you integrate with legacy ERPs like SAP and Oracle?+
GET STARTED

The fastest path to custom AI built for your schema.

Schedule a 30-minute architecture discovery call with our principal engineers. We will map your highest-friction operational workflow and deliver an actionable technical blueprint.