NLP & Language Solutions extracting structured intent.
Extract actionable structure, sentiment, and semantic insights from messy emails, contracts, customer transcripts, and unstructured technical reports.
Human language is noisy and unstructured. We engineer deterministic NLP pipelines that turn text into strictly validated schemas.
Human language is messy, highly variable, and domain-dependent. Off-the-shelf LLMs hallucinate field structures and fail on internal abbreviations. Steigern Tech builds deterministic NLP pipelines using Pydantic, token grammars, and fine-tuned embeddings that guarantee 100% structured JSON compliance for your downstream databases.
Guaranteed JSON schema output
No hallucinated formats. We enforce strict type boundaries using Pydantic, Instructor, and structured token grammars for rock-solid API ingestion.
Specialized vocabulary mastery
Tokenizers and custom embeddings calibrated against medical, legal, and financial taxonomies where generic off-the-shelf LLMs routinely fail.
Adversarial injection shielding
Multi-layered semantic firewalls that detect prompt overrides, indirect jailbreaks, and sensitive data leakage before text touches downstream logic.
Six language capabilities, zero guesswork.
Language systems require layered architectures: domain tokenizers handle medical or legal terms, semantic rerankers filter retrieval noise, and multi-stage validators prevent prompt injections from compromising backend systems.
Named entity recognition
Extract dates, financial values, clauses, jurisdictions, and custom entity relationships from complex legal agreements and invoices with 99%+ accuracy.
Intent classification & routing
Instantly categorize support tickets, customer emails, and inbound RFP requests. Route queries to appropriate departments with automated first-draft replies.
Hybrid BM25 & dense vector search
Combine keyword precision with vector conceptual search. Finds exact technical part numbers and semantic contextual meaning across millions of documents.
Machine translation & localization
Translate enterprise manuals and client communication across 20+ languages while preserving exact company vocabulary and brand tone.
Semi-structured PDF extraction
Parse messy tables, scanned PDF receipts, multi-column forms, and purchase orders into clean, normalized relational database records.
Automated PII redaction & masking
Locate and mask credit cards, social security numbers, and private medical data on-premises before documents are analyzed or indexed.
From raw unstructured text to validated JSON, guaranteed in production.
Language models fail when tested only on synthetic happy paths. We benchmark against your messiest production PDFs, scanned contracts, and customer transcripts from day one.
Corpus & document audit
We analyze your real production documents — scanned PDFs, table layouts, handwriting, and OCR artifacts to map edge cases and extraction difficulty.
Schema & taxonomy design
Define strict Pydantic JSON schemas, validation rules, regex constraints, and fallback behavior for missing or malformed fields.
Custom embeddings & tokenizer tuning
Calibrate domain-specific sentence embeddings and custom spaCy / Hugging Face tokenizers on internal industry terminology.
Parser prototype in 2 weeks
Deliver a high-speed extraction service running on your sample documents, benchmarked against human annotation accuracy.
Security & semantic guardrails
Implement prompt injection shields, automated PII redaction, and deterministic schema validators before API ingestion.
Active learning calibration
Deploy human-in-the-loop review queues for low-confidence extractions, automatically feeding corrections back into training datasets.
Corpus & document audit:We analyze your real production documents — scanned PDFs, table layouts, handwriting, and OCR artifacts to map edge cases and extraction difficulty.
hardened extraction microservice integrated with your document pipelines
active learning reviews, vocabulary updates, and embedding recalibration
NLP Outcomes that deliver measurable speed.
Transforming qualitative text into quantifiable business intelligence. These are the production benchmarks we guarantee across language pipelines.
98%+ Schema extraction fidelity
High-accuracy parsing of complex unstructured agreements into strictly typed relational database columns without manual transcription.
80% Reduction in support triage delay
Incoming emails, tickets, and notices classified within 500ms, routing high-urgency issues immediately to senior responders.
Zero PII exposure to public APIs
Air-gapped on-premises sanitization stripping names, phone numbers, and payment details before any cloud model touches the payload.
Sub-100ms parsing response times
Optimized tokenizer and inference topologies capable of processing high-volume document pipelines in real time.
Real-time 20+ language localization
Seamless cross-border translation preserving exact domain terminology without costly manual translation agency delays.
Deterministic review flag triggers
Confidence scoring that automatically flags borderline or low-certainty extractions for swift human review before commit.
Deterministic language tools for zero-hallucination text extraction.
We combine modern transformer engines with strict schema validators like Pydantic, Instructor, spaCy, and fast tokenizers to deliver guaranteed structured outputs with sub-100ms latency.
Idea to Market–Ready Product
We turn your idea into a secure, compliant, and test-ready product in weeks, not months.
Inquiry & Scoping
We rapidly decompose requirements, pressure-test commercial viability, and align technical scope before capital is committed.
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