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Fewer returns. Bigger baskets. Faster quoting.

Stop wrong orders before they ship. Catch issues early, suggest the right fixes, and help buyers complete builds.

Checkout guardrails
https://yourdistributor.com/checkout
Review & validate
Warnings only—checkout can continue. Fixes are suggested inline.
Cart
Compatible core2 issues flagged
Siemens CPU 1212C
Siemens CPU 1212C
OK
SIMATIC S7-1200 • 6ES72121HE400XB0
$560.89
Siemens SM 1223 I/O
Siemens SM 1223 I/O
REVIEW
16 DI / 16 DO • Needs front connector
$518.54
Mean Well HDR-15-12
Mean Well HDR-15-12
WARN
DIN-rail PSU • 12V DC selected
$12.20
Suggested fixes
Add front connector
Add front connector
Required to wire the SM 1223
$117.90
Swap to 24V DIN-rail PSU
Swap to 24V DIN-rail PSU
Recommended supply for this stack
$363.34
Checkout checks
OKCPU ↔ I/O system matches (S7-1200)
REVIEWAdd front connector to wire SM 1223
WARN12V PSU selected — recommend 24VDIN for this stack
Ask our AI Agent
Explain flags + apply fixes

Make every order correct by default.

Prevent incompatible orders, complete builds, reduce operational drag, and keep answers consistent across checkout, quoting, and support.

Fewer wrong orders → fewer returns

Prevent incompatible orders

ArbiEngine checks every cart or quote before the order is placed. If something won’t work, it explains exactly why and shows what needs to change so the order can move forward correctly.

Checkout guardrail
Mean Well HDR-15-12
Mean Well HDR-15-12
DIN-rail PSU • 12V DC selected
WARN
Voltage mismatch
This stack requires 24V. Swap to a compatible PSU to keep checkout correct.
Swap to 24V DIN-rail PSU
Swap to 24V DIN-rail PSU
Recommended supply for this stack
Complete builds → higher AOV

Increase order value with smart, compatible suggestions

When an order is missing required components, ArbiEngine suggests only the parts proven to work with the current configuration so builds get completed without generic upsells.

BOM completion
Siemens SM 1223 I/O
Siemens SM 1223 I/O
16 DI / 16 DO • Needs front connector
Missing part
Required to complete the build
Add front connector
Add front connector
Required to wire the SM 1223
Only compatible, required add-ons. No generic “related products.”
Less rework → fewer tickets

Reduce returns and support tickets

Most issues come from orders that were almost right. ArbiEngine catches missing or wrong parts before checkout or quoting reducing questions and manual validation.

Validated quote
Quote status
Ready / Validated
Siemens CPU 1212C
Siemens CPU 1212C
SIMATIC S7-1200 • 6ES72121HE400XB0
OK
Siemens SM 1223 I/O
Siemens SM 1223 I/O
16 DI / 16 DO • Front connector added
OK
Included
Add front connector
Add front connector
Required to wire the SM 1223
Added
Orders go out complete, so fewer come back.
Consistent answers → faster support

Fast, accurate answers for customers and reps

The assistant uses the same checks and product data to answer questions and recommend fixes. Everyone gets the same correct answer.

Assistant (grounded)
Question
Will this 12V PSU work with this stack?
Grounded answer
From checks
Not as configured. This stack requires 24V. Swap the PSU to proceed.
Swap to 24V DIN-rail PSU
Swap to 24V DIN-rail PSU
Recommended supply for this stack
Guided buying without guesswork

Agent powered discovery that stays accurate

Let buyers describe what they need. The agent builds a quote-ready bundle, handles alternatives, and keeps the final selection consistent with your checks and product data.

Agent shopping
Agent assisted buying
Checked
Need an S7-1200 setup for a 24V cabinet. 16 DI and 16 DO. Keep it simple.
Here’s a quote ready bundle that matches those requirements.
Siemens CPU 1212C
Siemens CPU 1212C
CPU
OK
Siemens SM 1223 I/O
Siemens SM 1223 I/O
I/O 16 DI / 16 DO
OK
Swap to 24V DIN-rail PSU
Swap to 24V DIN-rail PSU
24V power
OK
Add front connector
Add front connector
Required add-on
Included
What if that PSU is out of stock?
I’ll suggest a compatible alternative and keep the bundle valid.
Compatible alternative
Another 24V DIN-rail PSU that fits this stack.
Want this saved as a reusable bundle your team can quote in one click?
Ask about requirements, constraints, or alternatives…

Smarter orders. Fewer problems. Better margins.

Platform

A reasoning layer beneath your commerce.

ArbiEngine helps customers buy the right parts the first time. It catches issues before checkout or quoting, suggests only compatible add-ons, and helps support answer questions faster with consistent outcomes.

  • Checkout and quote checks that prevent wrong orders and RMAs
  • Clear explanations buyers and support can understand
  • Compatible add-ons and alternatives that increase order value
  • Consistent answers across channels with less back and forth
Works where you sell
Add it to checkout, quoting, CPQ, and support without changing how your team operates.
Compatible suggestions
Recommends only parts that fit the current build so customers complete systems the right way.
Fix-forward flow
Flags issues early and shows the exact change needed so orders can move forward correctly.
Assistant that stays accurate
Answers using the same checks and product data, then can apply the approved fix.
How it works

Turn product data into correct orders.

Buyers get simple guidance. Your team gets a repeatable system that scales across categories and channels.

Connect your product data
Use your existing catalog data and key specs so the system can evaluate what fits together.
Run compatibility checks
Each cart or quote is evaluated and returns a clear result with the reason and the fix needed to proceed.
Use it everywhere
The same checks power checkout, quoting, CPQ, guided buying, and internal support tools for consistent answers.
Start small, then expand
Begin with one high impact category, prove the lift, then roll it out across more of the catalog.

FAQ

Common questions from distributor teams evaluating ArbiEngine.

Start with one category

Fewer returns. Bigger baskets. Faster quoting.

Pick one high impact category. We wire ArbiEngine into checkout or quoting so buyers see issues early, get the exact fix, and complete builds with compatible add ons. Then expand to more categories once the lift is proven.

ArbiEngine — Deterministic Compatibility & BOM Engine for Technical E-Commerce