Marven Miller LLC takes a problem you'd rather not deal with — tangled data, manual work, a document package, a system that won't talk to another — and hands it back finished. Custom software and automation, systems and cloud setup, data and document engineering, and Arabic/French/English language services. Fixed price, agreed up front, delivered done.
US-registered businessSAM.gov activeArabic · French · English
01
Why clients hand us the work
You describe the outcome. We carry the complexity, and deliver the finished result.
We solve the problem
You don't buy hours or a half-built script. You tell us the result you need, and we deliver it working, documented and ready to use — the whole thing, not a piece of it.
We make it simple
One point of contact, plain-language updates, no jargon, and nothing for you to run or maintain afterwards. The technical complexity stays on our side.
We guarantee the scope
Fixed price, defined deliverables and written acceptance criteria agreed before any work starts. It isn't finished until it meets them — no surprises, no scope creep, no open-ended bills.
02
Company at a glance
The registration details a contracting officer needs to verify and shortlist quickly.
Remote only · fixed scope · no clearance / CUI / on-site
03
What we do
Service areas across software, systems, cloud, data and language — each delivered with documentation, QA and source-to-output traceability.
Custom software & programming
Tools, scripts, API integrations and internal apps built to your exact workflow — from a one-off utility to a full pipeline. Delivered working, tested and documented.
NAICS 541511
Systems design & integration
Your tools, APIs and data sources connected into one system that just works — with safe write rules so automated updates never overwrite what they shouldn't.
NAICS 541512 · 541519
Cloud infrastructure & hosting
Provisioning, migration and unattended operation on Oracle Cloud and Google Cloud — set up once, runs on its own, with state preserved across environments.
NAICS 518210
Data & document engineering
Messy documents, spreadsheets and records turned into clean, structured, validated data — plus compliance matrices and full response-document packages.
NAICS 561410
Automation & monitoring
Repetitive manual work removed: scheduled jobs, change detection, alerts and recurring reports that run unattended and surface only what matters to you.
Translation & language services
Arabic, French and English translation, transcription, ASR post-editing and multilingual QA — delivered with rubric results, an error taxonomy and an audit trail.
NAICS 541930
AI output & data quality evaluation
Annotation QA and LLM/AI output evaluation against accuracy, clarity, verification and policy dimensions. Every AI-assisted result is human-reviewed before delivery.
NAICS 541519 · 541990
04
Relevant experience
Representative systems, described by capability rather than client.
Procurement intelligence
Multi-jurisdiction procurement pipeline
A collection-to-decision pipeline across a 24-source registry spanning US, Canadian, Australian, UK, EU, UN and development-bank notices — raw-evidence preservation with lineage, normalization, deduplication and identity controls, lifecycle classification, and eligibility routing validated against official notices.
Environment Python · SQLite · REST & OCDS APIs · Linux · Git · cloud-hosted · handles OCDS, CPV, NAICS, UNSPSC and GSIN in native currency and taxonomy
Applied research
Low-resource language ASR & transcription
A speech-recognition and transcription pipeline for Kabyle/Tamazight built on wav2vec2 and Whisper large-v3 — silence-based audio chunking, lexicon-driven word correction, and segment-level output with speaker, emotion and language labels, with mandatory human review before delivery.
Environment Python · Hugging Face (wav2vec2, Whisper large-v3) · Audacity · segment-level human QA
Automation & monitoring
Scheduled unattended collection & alerting
Scheduled unattended collection with persistent state and reprocessing control, weighted multi-stage scoring, threshold-based qualification and routed alert delivery — paired with a structured AI-output quality programme and documented failure modes.
Defined, fixed-price engagements — built for commercial-item and simplified-acquisition procurement, and equally available to private and international clients.
Service
Scope
Indicative
Custom Software & Automation
Bounded tools, scripts, API integrations and ETL that remove a defined manual workflow — delivered working, with tests, error logging and a user guide.
$3,000 – 15,000
Systems Design & Integration
Your tools, APIs and data sources connected into one documented, maintainable system with safe write rules.
$4,000 – 18,000
Cloud Setup & Migration
Provisioning, migration and scheduled unattended operation on Oracle Cloud or Google Cloud, without loss of state.
$2,500 – 12,000
Data & Document Extraction
Supplied or public PDFs, spreadsheets and records converted to normalised, indexed, validated data — including deduplication and QA.
$1,500 – 10,000
Monitoring & Reporting
Scheduled public-source monitoring with change detection, alerting, dashboards and recurring reports.
Arabic, French and English translation, transcription review, ASR post-editing, annotation and metadata tagging.
$1,000 – 10,000
Remote delivery. Fixed scope and acceptance criteria defined before work begins. No clearance, CUI or production-system access required.
06
Scope boundaries
Stated openly so buyers can qualify quickly.
Remote delivery only — no on-site work, travel or resident staff
No security clearance; no classified or CUI work
Official APIs and open data first — no access-control bypass
No automated submission of bids or commitments
No hosted service run inside a buyer's environment
Contracts, compliance and tender documents prepared for your review and sign-off
Available for fixed-scope engagements.
Strongest fit: data pipelines, public-data intelligence, document and compliance support, automation, and multilingual data quality work. Remote, with Arabic, French and English delivery.