Document chaos
Input
- PDFs
- Emails
- Specs
- Bids
- Forms
Output
- Structured records
- Review queues
- Searchable knowledge
AI extraction, review UI, Postgres
Forward-Deployed Engineering
Forward-deployed software for industrial and operating companies.
Consult NTA builds custom operational software, dashboards, AI-assisted internal tools, and workflow systems for businesses whose real work does not fit cleanly into off-the-shelf SaaS. We embed, map the workflow, and ship the specific tool your team has been asking for, typically in weeks.
Operating thesis
American reindustrialization is a systems problem.
Manufacturing, logistics, energy, field operations, compliance, and construction are all rebuilding at the same time. The enterprise software they inherited was not designed for this. It was designed for a prior decade of process work, in a prior market.
We do not replace ERP, MES, or CRM. We build the missing layer on top: the dashboard that actually reflects the floor, the workflow engine that matches how the crew works, the AI tool that drafts the document instead of summarizing it.
We cut our teeth on the Gulf Coast and Louisiana industrial corridor. That is our beachhead, not our ceiling. The playbook works anywhere operators are modernizing operations.
The operating system layer
Where we sit in your stack.
We do not replace your ERP, MES, or CRM. We build the thin operating layer that turns scattered inputs into live operating views, with an audit trail your team can trust.
Before / Forward layer / After
Before
- PDFs
- Spreadsheets
- Email handoffs
- Legacy portals
Forward layer
- Extraction
- Workflow state
- Database
- Dashboard
After
- Review queues
- Live status
- Audit trail
- One operating view
What we build
Six shapes of work, tuned to operating companies.
01
AI-assisted internal tools
Document intake, extraction from PDFs, forms, emails, and specs. Structured outputs, review queues, and audit trails.
Scout-style extraction, bid and spec parsing, compliance form automation
02
Workflow automation
Intake, review, approval, execution. Finite-state machines with handoffs and audit trails your team can trust.
MES job states, Repandi campaign recipes, inspection workflows
03
Dashboards
Live operating views for production, compliance, pipeline, and exceptions. One source of truth per role.
LA5 dashboard, PureFlow dashboards, RTC tracker
04
Systems integration
Forms, databases, CRMs, Stripe, Supabase, file storage, email, legacy portals. One operating layer instead of scattered tools.
Next.js, Supabase, Postgres, Stripe, Chrome extensions
05
Opportunity intelligence
Aggregated feeds for RFQs, permits, federal contracts, and infrastructure projects. Cleaned, scored, and routed to the right person.
Grants.gov, SAM.gov, state permit portals, RFQ aggregators
06
Field and edge tooling
Mobile-first capture, on-device computer vision for QC and counting, offline-tolerant workflows for crews and inspectors.
Inspection apps, QC counting, evidence capture
Choose the operating problem
What are you here to solve?
Four shapes of pain. Most engagements start inside one and expand outward. Pick the closest match, and we will scope the first build.
Workflow drift
Input
- Work in people
- Spreadsheets
- Email threads
Output
- State machines
- Task queues
- Approvals with audit trails
FSM engine, Postgres, notifications
Visibility gaps
Input
- Nobody can see what is late
- Blocked
- Or leaking value
Output
- Live dashboards
- Alerts
- Exception views
Postgres, Supabase, Next.js
Tool fragmentation
Input
- Too many portals
- Manual handoffs
- Duplicate entry
Output
- Integrations
- Internal portals
- One operating layer
APIs, Chrome extensions, sync jobs
Deployment blueprint
How a Forward deployment actually runs.
- STEP 01
Map the operation
We sit with your team for a week. Map the actual workflow, the handoffs, the spreadsheets, the manual steps that do not show up on the org chart.
- STEP 02
Identify workflow bottlenecks
We rank the pain. Compliance filing, quote generation, production coordination, field reporting. One bottleneck gets built first.
- STEP 03
Ship the first internal tool
Two to four weeks from scope to production. One bounded tool your team uses on day one. Source code yours.
- STEP 04
Expand into dashboards, automations, and integrations
Second and third builds ride on the same data model. Dashboards grow, automations chain, integrations tighten the loop.
Systems we replace
What usually goes away.
Most industrial operations run on improvisation. We look at what people actually use, then replace the brittle parts with something your team trusts.
- Spreadsheets
- Manual SOPs
- Disconnected CRMs
- Legacy portals
- Email handoffs
- Duplicate data entry
Productized examples
Patterns we ship most often.
Scout-style document intelligence
Ingest PDFs, emails, and specs. Extract fields, normalize records, push into a review queue. Humans confirm, data lands in Postgres.
Next.js, AI extraction, Supabase, review UI
MES with state-machine workflows
Planner, admin, and operator UIs over shared state. Job progresses through a defined state graph. Audit trail by default.
Next.js, Postgres, finite-state engine, role-aware access
Dashboards replacing spreadsheets
Live operating views that replace the tab everyone keeps open. Exception queues, filters that match how the team actually triages.
Next.js, Supabase, Postgres, chart library
Repandi-style workflow recipes
Reusable marketing-ops recipes. Define the steps once, run them against any campaign, log every action.
Next.js, queue worker, webhook surface
Compliance tracker with Chrome extension
Browser extension pulls structured data from a regulator portal, auto-fills downstream forms, flags exceptions for human review.
Chrome extension, TypeScript, Supabase
Sales and opportunity intelligence
Account scoring, opportunity feeds, deal tracking tuned to industrial buying cycles. Filters and heuristics you can actually explain.
Next.js, Supabase, scheduled jobs
Engagement models
Three shapes of deployment.
Every engagement starts with a discovery call. We size to the work, not the brand. Source code stays yours. We can hand off or stay embedded.
Quick Win Sprint
- Range
- $12K to $25K
- Timeline
- 2 to 4 weeks
One bounded deliverable. Extensions, reporting dashboards, document readiness, permit trackers. Source code yours on day one.
Operational Overlay
- Range
- $25K to $40K
- Timeline
- 4 to 8 weeks
A workflow surface on top of your existing systems. Dashboards, contractor readiness, logistics coordination, FSM engines, RFQ to production.
Embedded Systems Partner
- Range
- $75K to $150K+
- Timeline
- 2 to 5 months
Micro-SaaS, MES, vendor portals, AI-assisted platforms, data orchestration. Embedded engineering with a shared roadmap and monthly reviews.
Proof
Built, deployed, measured.
Planner, admin, and operator coordination
Three role-aware UIs over shared Postgres state. Shift handoffs, exception routing, and exportable schedules replaced a tangle of spreadsheets.
1,430
SKUs scheduled live
Recurring regulator workflow
Browser extension pulls structured data from an existing portal, auto-fills downstream forms, and flags exceptions for human review.
25 → 2
Minutes per cycle
What this becomes
The shape of the transformation.
Before
After
- Scattered PDFs and email attachmentsSearchable, structured records
- Spreadsheets everyone keeps openLive dashboards per role
- Approvals in email threadsState machines with audit trails
- Manual data entry into two systemsExtraction plus review queues
- Legacy regulator and vendor portalsUnified operating surface
- Disconnected CRMs and lead sheetsIntegrated pipeline views
Who this is for
Operators building the next decade of industrial work.
- Industrial operators and manufacturers ($10M to $500M) with work that does not fit SaaS.
- EPC firms, industrial contractors, and E&I shops coordinating permits, crews, and scopes.
- Logistics, yard, and ports operators needing field-first tooling their teams will actually use.
- Energy, utility-adjacent, and infrastructure suppliers instrumenting a growing portfolio.
- Operating-company executives funding a focused build instead of a year-long platform rollout.
Ship the tool your team has been asking for.
Thirty-minute discovery call. No deck. We scope one bounded piece of work, agree on a price, and start within two weeks.