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GDI / Document Intelligence & NLP Specialist

Job Description - GDI / Document Intelligence & NLP Specialist

ATS+Partners is seeking a GDI / Document
Intelligence & NLP Specialist who brings verifiable, multi-year experience
implementing Intelligent Document Processing and Generative Document
Intelligence solutions — ideally for government or regulated-industry clients —
with documented extraction accuracy benchmarks from prior deployments. This
role exists specifically to address the two most consequential gaps in the
current proposal:

 

     Minimum Criterion 1 requires five or more years of
experience implementing AI Automation and GDI solutions, preferably for
municipal or government clients. The contractor’s own professional history must
provide the concrete, dated implementation record that satisfies this
threshold.

     Minimum Criterion 2 requires a proven ability to
achieve 80%+ data extraction accuracy on unstructured documents. The contractor
must be able to supply documented benchmark results from prior engagements —
not theoretical capability claims — that an evaluator can verify.

 

The contractor will serve as the project’s
extraction engine expert, responsible for the design, configuration, and
continuous improvement of all AI document extraction pipelines. They will own
prompt engineering for all four target workflows, configure the model
ensemble’s consensus logic, build the field-level confidence scoring framework,
and manage the human-in-the-loop feedback loop that drives continuous accuracy
improvement throughout the three-year contract term.

 

PRIMARY RESPONSIBILITIES

     Design and configure AI extraction pipelines for all
four target workflows: Invoice Processing, Vehicle Insurance Certificate
Reconciliation, Health Insurance Reconciliation, and Audit Preparation.

     Develop and maintain custom prompt templates for GPT-4o
and Claude AI, including field extraction schemas in JSON format, field-level
instructions with positive and negative examples, chain-of-thought validation
prompts, and conditional extraction rules.

     Configure the LangGraph consensus orchestration layer:
define how discrepancies between the two model outputs are resolved, what
confidence thresholds trigger automatic pass-through vs. HITL routing, and how
reviewer corrections are captured in graph state for retraining.

     Build and manage the document classification pipeline:
design the taxonomy for audit document categorization, train or configure the
classifier against City document samples, and validate classification accuracy.

     Establish and execute the accuracy benchmarking
protocol: define hold-out test sets for each workflow, run pre-pilot benchmarks, pilot accuracy benchmarks, and quarterly production
accuracy audits.

     Lead prompt regression testing: maintain a library of
annotated sample documents that are re-run against every prompt update and
model version change to detect accuracy regressions before they reach
production.

     Manage the continuous learning loop: export reviewer
corrections from the HITL queue, curate training data, coordinate model
fine-tuning or prompt updates on a quarterly basis.

     Configure pre-processing pipeline parameters: image
quality thresholds, deskewing settings, multi-page document segmentation rules,
and PDF/A normalization parameters for each document type.

     Provide domain-specific extraction expertise for ACORD
insurance certificates, government invoices, AP aging schedules, GL trial
balances, and health insurance enrollment forms.

     Document all extraction schemas, prompt versions,
confidence threshold configurations, and model accuracy results in a
version-controlled Model Registry maintained throughout the contract.

 



Requirements

  AI/GDI
implementation experience: 5+ years implementing Intelligent Document
Processing or Generative Document Intelligence solutions in production
environments

  Confidence scoring
and HITL design: experience building tiered confidence routing logic
connecting AI extraction outputs to human review queues

  Documented
extraction accuracy benchmarks: must be able to provide benchmark results
(with methodology) from at least two prior IDP deployments showing 80%+
field-level extraction accuracy on unstructured documents

  Government or
regulated-industry IDP: at least two prior GDI/IDP implementations for
government agencies, financial institutions, insurance carriers, or
healthcare organizations

  Azure AI Document
Intelligence (Form Recogniser): 2+ years hands-on configuration of pre-built
and custom models for invoice, form, and certificate extraction

  Pre-processing
pipeline: hands-on experience with PDF normalization, image quality scoring,
deskewing, and format conversion as part of a production IDP pipeline

  LLM prompt
engineering: 2+ years designing structured extraction prompts for GPT-4o,
Claude, or equivalent models, including JSON schema output, chain-of-thought
prompting, and regression testing

  RAG integration:
experience connecting LLM extraction pipelines to vector search (Azure AI
Search, Pinecone, or equivalent) for cross-reference validation

  Document
classification: experience training or configuring document classifiers for
multi-category taxonomies in financial or government document environments

  Model accuracy
reporting: ability to produce evaluator-grade benchmark reports with
field-level precision, recall, and F1 metrics

PREFERRED QUALIFICATIONS

  Massachusetts
municipal or state government IDP experience: prior deployment of a document
intelligence solution for a Massachusetts city, town, or state agency
(highest priority preference)

  LangGraph or
LangChain: hands-on experience building stateful multi-agent extraction
workflows with checkpointing and HITL interrupt/resume patterns

  Insurance document
expertise: specific experience extracting from ACORD certificates of
insurance, health insurance enrollment files, or explanation-of-benefits
documents

  Ensemble
architecture: experience building multi-model consensus extraction systems
with model-specific confidence weighting

  Invoice and AP
document expertise: experience with multi-vendor invoice extraction including
edge cases (handwritten amounts, multi-page invoices, non-standard layouts)

  Audit document
expertise: experience with trial balance extraction, GL account mapping, and
financial work paper generation from source documents

  HIPAA-compliant AI
pipelines: prior implementation of GDI solutions in HIPAA-governed
environments, including PHI tokenization and BAA-covered model usage

  Fine-tuning and
continuous learning: experience running RLHF-style feedback loops or few-shot
fine-tuning on domain-specific document corpora

  ABBYY Vantage:
experience configuring ABBYY for degraded scan processing alongside primary
Azure AI Document Intelligence pipeline

  Python:
proficiency for custom extraction logic, pre-processing scripts, and
benchmarking tooling

 



Benefits

Company Benefits for Contractors

·  Flexible,
project-based consulting opportunities with the ability to work across diverse
public, private, and nonprofit sector IT initiatives.

·  Exposure to
high-impact digital transformation, infrastructure modernization,
cybersecurity, cloud, and AI-enabled projects that strengthen your portfolio
and technical expertise.

·  Collaborative
partnership model that values consultant input, innovation, and professional
autonomy while working alongside experienced client and project leadership
teams.

·  Competitive contractor compensation with opportunities for repeat
engagements, long-term client relationships, and expansion into strategic
advisory or technical leadership roles.



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