AI That Solves Real Business Problems.
We integrate artificial intelligence into products and workflows where it delivers measurable value: reducing repetitive data entry, automating document extraction, and surfacing instant insights with strict human oversight.
Practical AI Systems We Build
Pragmatic, controllable AI features embedded directly into your business software and operational workflows.
Domain-Specific AI Assistants
Context-aware assistants grounded in your private company documentation that answer employee questions, retrieve policies, and draft standard responses.
- Knowledge Retrieval
- Source Citation
- Permission Scoped
- Zero Hallucination Guard
Document Intelligence & OCR
Automated pipelines that ingest PDFs, invoices, contracts, and receipts, extracting structured key-value data directly into your database.
- PDF Table Parsing
- Invoice Extraction
- JSON Structuring
- Validation Checks
AI Workflow Automation
Combining large language models with deterministic business rules to categorize customer support tickets, triage incoming emails, and trigger actions.
- Ticket Triage
- Email Sentiment
- Action Triggers
- Exception Routing
Semantic & Vector Search
Natural language search across product catalogs and internal knowledge bases using high-dimensional vector embeddings and hybrid BM25 ranking.
- Vector Embeddings
- Natural Queries
- Faceted Filtering
- Hybrid Re-Ranking
Smart Recommendation Engines
Data-driven recommendation algorithms that analyze historical customer purchases and usage patterns to suggest relevant items and actions.
- Behavioral Scoring
- Next-Best-Action
- Upsell Logic
- A/B Evaluation
Embedded App AI Features
Seamless micro-features embedded into web and mobile UIs: automated executive summaries, smart autocomplete fields, and data translation.
- Text Summarization
- Auto-Drafting
- Multi-Language
- Live Translation
Intelligent Agent & RAG Pipeline Architecture
Production AI system with client interfaces, prompt sanitization guardrails, hybrid vector retrieval, foundation LLM inference, and continuous feedback loops.
AI With Human Oversight
We avoid making magical claims about 100% autonomous accuracy. We design systems that assist human operators with verifiable guardrails.
Strict Schema Validation
AI outputs are forced into strict JSON types. If a field fails validation, the system flags it for review rather than corrupting data.
Source Document Grounding
Every assistant response includes direct clickable page citations from the original ingested company document.
Human-in-the-Loop Triggers
Low confidence extractions or high-impact financial actions automatically require manual approval before final execution.
Privacy & Zero Data Training
We use enterprise API endpoints with zero-data-retention agreements so proprietary data is never used to train public models.
What Solvian Handles
How we evaluate, prototype, and safely deploy AI capabilities into your applications.
Use Case Audit
Evaluating whether AI is the right tool or if standard deterministic logic is faster and cheaper.
Knowledge Parsing
Structuring company documents, chunking content, generating embeddings, and building vector indexes.
RAG Benchmarking
Testing prompt engineering, retrieval accuracy, and latency with real sample queries.
UI & API Build
Embedding AI components into web and mobile interfaces with streaming responses.
Safety & Fallbacks
Implementing fallback logic, rate limits, PII filters, and cost control monitoring.
Model Tuning
Monitoring prompt performance, reviewing edge cases, and upgrading model versions.
Where Practical AI Delivers Value
Realistic applications where AI saves hundreds of hours of manual administrative labor.
Accounts Payable OCR
Automatically reading line items, tax IDs, and totals from multi-format vendor PDF invoices and staging them for bookkeeper approval.
- 90% reduction in data entry
- Flagged mismatch alerts
Clause & Risk Extraction
Scanning standard NDAs and vendor agreements to extract termination clauses, indemnity limits, and renewal dates with citations.
- Instant clause comparison
- Expiration date sync
Support Draft Assistant
Analyzing incoming support tickets, checking documentation, and preparing draft responses for human support agents to edit and send.
- Agent review before sending
- Automatic ticket tagging
Policy & Benefits FAQ Hub
An internal conversational portal where employees can ask questions about healthcare benefits, leave policies, and IT setups.
- Verified handbook sources
- 24/7 staff self-service
Natural Language Search
Allowing shoppers to search complex technical parts catalogs using descriptive queries: "high pressure pump for outdoor irrigation".
- Vector semantic matching
- Higher search conversion
Clinical Intake Summary
Structuring freeform patient intake survey notes into standardized clinical summary records for physician review before consultation.
- Standardized format output
- Physician review mandatory
Technologies We Use for AI Solutions
Enterprise model APIs, vector indexing engines, and robust orchestration frameworks.
Python
OpenAI APIs
LangChain
Vector DB / pgvector
PostgreSQL
Docker
Node.js
AI Solutions FAQ
Honest, realistic answers about accuracy, data privacy, and practical AI implementation.
Other Capabilities We Offer
Explore our other core software engineering capabilities built with the same precision.