GraphRAG v3Eliminating Multi-Hop Hallucinations with Hybrid GraphRAG
Benchmarks across 2.5M financial & legal filings.
Soft A1 designs, trains, and deploys bespoke enterprise platforms infused with multi-agent intelligence, sovereign vector memory, and zero-trust reliability.
Custom Multi-Agent Orchestrator actively processing 1.4M enterprise workflows/hr.
Traditional enterprise software forces your teams to conform to rigid workflows. At Soft A1, we fuse deterministic cloud engineering with fine-tuned neural models—creating proprietary software that learns from your domain data, automates judgment-heavy bottlenecks, and scales without linear headcount.
Every weight, pipeline, and repository belongs exclusively to you.
Model-agnostic routing across OpenAI, Anthropic, Llama & Mistral.
% Average 18-Mo ROI
% Manual Ops Automated
% Enterprise Uptime SLA
Weeks to Production MVP
From foundational model fine-tuning to pixel-perfect React & mobile interfaces.
Full-stack cloud platforms built from scratch with embedded generative copilots, semantic search, and adaptive user interfaces.
Goal-driven AI agents equipped with secure API tool-use, human-in-the-loop approvals, and deterministic guardrails.
Domain-adapted open-weight models (Llama, Qwen, Mistral) deployed inside your private VPC for zero data leakage.
Unify millions of PDFs, SQL tables, and Slack threads into citation-backed enterprise intelligence.
Time-series forecasting, dynamic pricing engines, and real-time fraud detection pipelines.
Automated hallucination scoring, drift monitoring, token cost optimization, and A/B prompt telemetry.
| Dimension | Legacy Dev Shops | Soft A1 Cognitive Engineering |
|---|---|---|
| Core Architecture | Static CRUD forms & rigid rule trees | Self-learning neural workflows + deterministic APIs |
| Time to Production MVP | 6 – 12 Months | 4 – 6 Weeks via proprietary A1 Boilerplates |
| Data Privacy & Governance | Public third-party API wrappers | VPC-isolated inference, PII redaction & RBAC |
| Post-Launch Evolution | Expensive manual change requests | RLHF feedback loops that improve accuracy daily |
Eliminate manual data entry forever. Soft A1 builds custom operational platforms that automatically ingest emails, invoices, calls, and supply updates—updating records, forecasting revenue, and drafting next actions in real time.
We orchestrate specialized digital workers—Researcher, Underwriter, Compliance Auditor, and Fulfillment Coordinator—that collaborate asynchronously across your internal tools with cryptographic audit logs.
Standard vector search misses relational context. Soft A1 combines dense embeddings with Neo4j knowledge graphs so every generated answer includes clickable page-level citations and respects active directory permissions.
Move from backward-looking dashboards to forward-looking digital twins. Simulate supply chain shocks, price elasticity, and cash-flow scenarios before committing capital.
SKU Demand Forecast Precision
Monte Carlo Scenario Refresh
Deploy quantized vision-language models directly onto factory cameras, warehouse scanners, and mobile devices—detecting microscopic defects and safety hazards in real time without cloud latency.
TensorRT • ONNX Runtime • NVIDIA Jetson • Custom Vision Transformers
Trapped on monolithic mainframes or aging .NET/Java stacks? Our AST-parsing code agents map hidden dependencies, auto-generate 95%+ unit test coverage, and refactor legacy systems into modern TypeScript, Go, and Python microservices in a fraction of traditional timelines.
Select a business use case below to inspect Soft A1’s recommended neural pipeline, model routing, and latency profile.
Claude 4 Sonnet + Custom Qdrant Vector + Zendesk/Stripe Tool-Use
380ms First-Token • 82% Autonomous Ticket Resolution
GPT-5 / o3 • Claude 4 • Llama 3.3 70B • DeepSeek-R1 • Custom LoRA
LangGraph • Temporal • Qdrant • pgvector • Neo4j Knowledge Graph
Next.js • TypeScript • Python FastAPI • Rust • Go Microservices
AWS Bedrock • Azure OpenAI • GCP Vertex • vLLM on H100 Clusters
Week 1: Map high-ROI workflows, evaluate data readiness, and establish baseline accuracy KPIs.
Week 2: Design schema contracts, RAG chunking topology, and deterministic guardrail boundaries.
Weeks 3–4: Interactive full-stack build tested against real historical enterprise edge cases.
Week 5: Automated adversarial prompt injection testing and golden-dataset accuracy verification.
Week 6: Kubernetes deployment inside your cloud tenancy with SSO, RBAC, and audit telemetry.
Ongoing: Capture human corrections to continuously fine-tune weights and lower inference costs.
Enterprise AI fails without ironclad governance. Every Soft A1 system ships with automated PII/PHI scrubbing, cryptographic tenant isolation, and immutable decision lineage for regulated industries.
We plug directly into your existing systems of record via secure webhooks, GraphQL, and event streams.
Great AI deserves effortless ergonomics. We craft iOS, Android, and web workspaces featuring full-duplex low-latency voice interfaces, generative UI cards, and one-tap approval workflows for executives on the move.
Algorithmic credit underwriting, AML triage, and wealth advisory copilots.
Ambient clinical scribing, prior-authorization automation, and trial matching.
Autonomous customs clearance, predictive maintenance, and fleet routing.
M&A due diligence engines, redline synthesis, and embedded product AI.
Soft A1 engineered an autonomous multi-modal underwriting workbench capable of parsing 400-page tax returns, bank statements, and market filings in 28 seconds—cutting loan approval cycles from 11 days to 4 hours.
Faster Underwriting
Annual Ops Savings
We built an event-driven AI logistics control tower monitoring 14,000 active containers globally—automatically re-routing shipments around port congestion and auto-generating multilingual customs manifests.
Demurrage Reduction
Customs Accuracy
Deployed on dedicated private GPUs, our longitudinal patient summary platform synthesizes 10+ years of EHR notes, lab panels, and imaging reports—saving physicians 2.4 hours of administrative charting per shift.
Saved Per Physician/Day
External API Calls
Based on Soft A1’s 70% conservative workflow automation benchmark.
Lock In This Blueprint →“Three consultancies told us our multi-agent compliance platform would take 14 months. Soft A1 shipped it into our AWS VPC in seven weeks.”
✓ CTOElena Rostova
CTO, Nexus Capital
“Their obsession with evals and zero-hallucination citations gave our clinical board total confidence from day one.”
✓ CMODr. Marcus Vance
Chief Medical Officer, Aether
“Soft A1 doesn’t just bolt on a chatbot—they re-architect your core software around intelligence and elegance.”
✓ VPDevon Brooks
VP Engineering, Kinetic Freight
14 ML PatentsFounder & Chief AI Architect
Former Principal ML Lead; 14 patents in distributed inference.
Agent SystemsVP of Autonomous Agents
Specializes in multi-agent verification & formal guardrails.
H100 & VPC OpsHead of Sovereign Cloud
Zero-trust Kubernetes & H100 cluster optimization specialist.
Generative UXDirector of Cognitive UX
Pioneering generative interfaces & voice-first workflows.
ISO/IEC 42001 Certified
AI Management System Standard
Enterprise AI Engineering
Custom Agentic Platforms
AWS & GCP Premier Partner
GenAI Competency Verified
98.4 Net Promoter Score
Across 65+ Enterprise Launches
$35k / 6-week fixed sprint
$28k / month
Custom / milestone-based
GraphRAG v3Benchmarks across 2.5M financial & legal filings.
−84% Token CostCutting inference spend by 84% without accuracy loss.
Formal SafetyPreventing unauthorized writes in autonomous ERP workflows.
100% of intellectual property—including repositories, Terraform infrastructure, evaluation datasets, and fine-tuned model weights—transfers cleanly to your organization upon creation.
Yes. Over 80% of our enterprise clients run inside their own AWS, Azure, GCP, or on-premise GPU clusters with zero external telemetry.
We pair probabilistic LLM reasoning with deterministic schema validators, confidence thresholds, citation verification, and seamless human-in-the-loop escalation queues.
Schedule a 45-minute technical scoping session with a Soft A1 Principal Architect. Receive a tailored system diagram, model recommendation, and fixed timeline within 48 hours.
📍 San Francisco • London • Singapore • Remote Global
✉️ support@softa1.com