AI Operational Intelligence

Smarter
Decisions.

Junipix helps industrial companies analyze operational data, improve margins, and make faster decisions.

Regulatory intelligence is built in.
Custom AI pilots for your data, your operations, your outcomes.

Try the Regulatory Agent

Capabilities

AI Agents for
Industrial Decisions.

We build and deploy AI agents that work with your operational data — quoting history, production records, compliance requirements, and more.

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Select a capability below to see a live example

Quoting & Margin Analysis

Find Where
Margin Leaks.

Analyze historical quotes and production outcomes to identify which jobs are actually profitable — and why. Surface the cost and scope patterns that drive margin up or down, and use them to sharpen every estimate you write.

Use Case Fabrication & Mfg.
Outcome Better Win Rates
Example Exchange
Field Input
"Which of our jobs last quarter had the worst margin, and what did they have in common?"
Junipix Response
"7 jobs fell below 12% gross margin. All involved structural steel with lead times over 3 weeks. Your quotes for those jobs averaged 8% under actual labor hours. Recommend adding a 1.15x labor buffer for structural scopes with extended procurement."
✓ Source: Your Q3 job cost records — 847 line items analyzed

Pilot Projects

We Work With
Your Data.

Junipix works with select industrial companies to analyze operational data and identify margin drivers, bottlenecks, and decisions worth improving. Every engagement starts with a focused pilot.

No commitment required to start a conversation.
Pilot_Scenario — Illustrative
Manufacturing & Fabrication

Fabrication Quoting
Intelligence.

A fabrication company running 40–60 jobs per month wants to understand which scopes are actually profitable after production closes. Junipix analyzes historical quotes and job cost data to surface the patterns driving margin — and what to change in the next estimate.

Starting Point Historical quotes + job costs
Typical Finding Labor underestimated on extended-lead scopes
Typical Length 6–8 Weeks
Typical Engagement: 6–12 Weeks

Industries We Serve

Built for
Industrial Work.

01

Manufacturing & Fabrication

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Common problems we work on:

  • ▶Quoting accuracy — which jobs are actually profitable
  • ▶Production bottlenecks and throughput gaps
  • ▶Labor and material cost overruns by scope type
02

Energy Services

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Common problems we work on:

  • ▶Safety incident pattern analysis and leading indicators
  • ▶Field operations decision support
  • ▶Regulatory compliance across OSHA and state agencies
03

Pipeline & Midstream

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Common problems we work on:

  • ▶PHMSA compliance Q&A for field supervisors
  • ▶Operator qualification and integrity management
  • ▶Class location and MAOP documentation support
04

Maritime & Offshore

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Common problems we work on:

  • ▶Crew scheduling and logistics optimization
  • ▶Offshore safety incident analysis
  • ▶Maintenance cost and downtime pattern detection
05

Heavy Construction

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Common problems we work on:

  • ▶OSHA and DOT compliance for field crews
  • ▶Subcontractor and job cost tracking
  • ▶Schedule and resource bottleneck analysis
→

Not seeing your industry?

Tell us what you're working on.

Regulatory Intelligence

Compliance
Built In.

Every Junipix deployment includes regulatory intelligence. Ask a real-world compliance question, get a cited answer in seconds — no PDFs, no callbacks, no guesswork.

Source-Cited Mode
Field Question:
"What is pipeline burial depth?"
"Per 49 CFR § 192.327, minimum cover of 36 inches in normal soil."
Source Verification:

Multi-Agency Coverage

Real Answers.
Cited Sources.

29 CFR Part 1926

OSHA
Site Compliance.

Ask about excavation, fall protection, or hazardous energy control. Junipix interprets the regulation, explains when it applies, and links directly to the exact CFR subsection.

  • ▶ Soil Classification
  • ▶ Protective Systems
  • ▶ LOTO Protocols

Who It's For

Built for the People Who
Make the Call.

Find your role in industrial operations.

The Field Supervisor
The Field Supervisor

"I need answers, not PDFs."

Ask the question the way you would on site. Get a clear answer, citation, and defined scope in seconds.

OUTCOME: Faster decisions. Fewer assumptions. Less exposure.

Outcome: Measurably faster compliance decisions.
Director of Compliance
Director of Compliance

"Audit prep used to be a nightmare."

Built for safety leaders who need defensible answers, not just guidance. Every response is source-cited, scope-defined, and audit-ready.

OUTCOME: Confidence in audits. Clarity in meetings.

Outcome: Every answer is citation-traceable.
VP of Operations
VP of Operations

"Minimizing Enterprise Risk."

Reduce decision latency. Reduce margin exposure. Improve documentation defensibility across every level of the operation.

OUTCOME: Fewer surprises. Lower unmanaged risk.

Outcome: Reduced liability through documented decisions.

How Junipix
Delivers
Real
Results.

Operational Context

Your Data, Not Generic Models.

We work with your actual quotes, production records, and operational history — not generic industry benchmarks.

Audit Ready

Source-Cited Accuracy.

Regulatory answers are hard-linked to specific CFR sub-sections. No secondary commentary. No guesswork.

6–12 Weeks

Fast to Value.

A focused pilot delivers insight and tools in weeks, not quarters. No long procurement cycles. No IT integration required to start.

Risk Mitigation

Built for Defensibility.

Every output includes a clear verification path. Built to support decisions that need to hold up in audits, meetings, and the field.

The Decision Gap

Manual lookup vs. AI-assisted answers

[ Manual Search ] 00:00.00
Time Spent High Cost
  • ✕ Hours lost to manual searching
  • ✕ Subjective interpretation
  • ✕ Requires deep cross-referencing
[ Junipix Answer ] 00:00.00
Sources Cited Audit Ready
  • ✓ 200ms Data retrieval
  • ✓ Federal Register indexed
  • ✓ Zero interpretation drift
Pilot Applications: Open

Start with
a Pilot.

6–12 Weeks. Your Data. Real Outcomes.

We work with a select group of industrial companies at a time. Tell us about your operation and we'll talk through whether a pilot makes sense.

▶ 5-minute application
▶ Response within 1 week
▶ No commitment required
▶ Direct line to the team

Looking for the regulatory agent? Try it here.