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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