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DEX | automated LLM extraction pipeline

we automate LLM extractions

with repeatable accurate results

the integrated pipeline

DEX is an embedded AI pipeline that performs targeted extraction from any data — text, tables or images — offloading complex extraction workflows and delivering structured intelligence to power better search and analysis. Built for software companies tackling bespoke data challenges, DEX plugs into your system via API, CLI, or white-label UI to accelerate insights, scale seamlessly, and optimize extraction costs.

LLM pipeline, extractions, classifying
automated extraction, schema, ontology mapping, table extraction, LLM cost analysis

Define your extraction schemas and let DEX’s executive AI handle the rest—automatically parsing tasks (entity pulls, table parses, image tags) and dispatching them to the “ideal engine” (public LLM, multi-modal vision model, or your own local LLaMA) based on performance and cost. Results arrive as a single, unified dataset, with our cost planner balancing accuracy against spend. We also manage API pass-thru keys and bill behind the scenes, so you get one simple invoice for all models.

DEX ships as a containerized OEM AI pipeline with full documentation — or our engineers can partner with your team to embed DEX into any online or offline workflow for seamless operations. Beyond the core pipeline, you can plug in optional modules — custom ontology mapping & normalization, entity resolution & inference, geospatial analysis, table parsing, and more. See below for available modules.

DEX LLM extraction pipeline

features & modules

entities, custom entities, LLM extraction

entities

define custom types and extract all matching entities

evidence extraction, evidence inference, LLM evidence extraction

evidence

build your decision case by extracting sourced evidence

LLM executive funtion, multi-model management, LLM extraction, VLM extraction

executive

multi-modal decisions automatically managed by executive functions

relationship, entity relationships, custom releationship extraction, LLM

relations

infer custom relationships between extracted entities

geological extractions, maps, reports, drill log data, LLM geological extractions

geospatial

custom graphical, command line and API interfaces available

LLM cost management, LLM pipeline cost analysis

cost

built-in cost estimation and reduction tools across all models

ontology mapping, ontology, custom LLM extraction

ontologies

multiple and custom ontology mappings supported

custom LLM models, LLM extraction pipeline

data

analyzes structured and unstructured data

(pdf, doc, xls, etc.)

table extraction, articles, LLM table extraction

tables

data from embedded tables extracted for search and analysis

LLM user interface, autoated agent interface

interface

custom graphical, command line and API interfaces available

industries & use cases

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publications

Academic publishers, digital libraries, and research indexing services can embed DEX to harvest metadata (titles, authors, abstracts), extract key topics and citations, and classify articles by area. Platforms like journal aggregators or scholarly search engines can then use DEX to keep their content discovery fast, accurate, and up-to-date.

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bioinformatics

Bioinformatics and genomics-analysis platforms use DEX to scan research papers and lab reports for gene names, variants, phenotypic associations, and pathway relationships. DNA-annotation tools and precision-medicine startups embed DEX to automatically populate their databases with the latest discoveries from large-scale sequencing studies.

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real estate

Proptech and real-estate intelligence platforms can integrate DEX to extract property attributes (square footage, zoning, ownership history) from deeds, permits, and site-plans — plus image tags from photos or site surveys. MLS aggregators and CRE analytics services rely on DEX to keep listings enriched and searchable.

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pharma

Clinical trial management and regulatory-submission software providers can leverage DEX to pull protocols, dosage details, adverse-event reports, and efficacy results straight from PDFs and journals. Companies building pharmacovigilance or drug-development dashboards integrate DEX to streamline compliance workflows and power real-time safety analytics.

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patents

Patent-analytics and IP-management systems tap DEX to parse patent documents for invention titles, claim language, citation trees, and legal status. Firms offering portfolio-benchmarking or competitive-landscape tools embed DEX to deliver instant insights into filing trends and freedom-to-operate risks.

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legal

Contract-lifecycle management and e-discovery vendors incorporate DEX to identify clauses, obligations, expiration dates, and risk factors across thousands of agreements and court filings. Legal-tech firms use DEX to automate due-diligence, compliance checks, and contract-review workflows with pinpoint accuracy.

clients

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