Agentic AI for solar distribution

More orders.
Less chasing.

Connect installer requests, vendor design tools and BayWa order intake. Then let AI agents follow through on the exceptions that slow business down.

Watch an order take shape
Interactive concept · Vendor-led design · Human-approved orders
One request. A coordinated team.

From inbox to a
reviewed BayWa order.

MindPal handles the handoffs. Product vendors handle the design. Your team stays in control of the purchase.

MindPal Order OrchestratorIllustrative integration · No live connections
Vendor workspace preview
Roof schematic
Illustrative vendor outputNot an installation plan

Actual products listed by BayWa US · click to inspect
Mail / portalRequest intake
Pegasus GLIDEDesign + BOM + PO
Vendor toolsComponent checks
BayWa catalogMatch + review
Order intakeApproved package

Less rekeying. Fewer missing fields. Faster reviewed orders. Pilot success is measured by response time, manual touches and the share of eligible requests that become accepted orders.

How could APIs or MCPs connect this?

Use authorized vendor APIs or MCP adapters where supported, with structured exports as a fallback. The animation represents proposed handoffs; specific GLIDE, Enphase and BayWa endpoints have not been verified or connected.

GLIDE capabilities ↗ · BayWa US product catalog ↗

Where the value could show up

Turn fewer stalled requests
into more accepted orders.

Explore an incremental order scenario. These are assumptions to validate in a pilot, not a forecast or a promised uplift.

Additional orders / monthRequests × conversion lift
Additional revenue / monthOrders × sample order value
Contribution / monthRevenue × contribution margin

Uses the selected request’s fictional order value. Excludes implementation and running costs; this is a contribution scenario, not ROI. It is separate from the operations ROI model below to avoid double counting.

After the order. Keep it moving.

Four agents that follow through.

Explore delivery, finance and integration exceptions — with a clear action and an approval rule.

Watch an operations agent
MindPal OperationsSimulated workspace · Sample data
Reading

One issue.
Followed through.
Control level

The agent prepares the work. You approve the next action.

The work changes. The outcome matters.

From open issues
to business impact.

An agent connects the evidence, takes the next permitted step and follows up until the issue is resolved.

01 / Capacity

Give hours back.

Less searching, copying and chasing. More time for the cases that need human judgment.

Measure: handling minutes per case
02 / Margin

Close the money gaps.

Track invoice corrections and delivery exceptions through to verified financial outcomes.

Measure: recovered credits + avoided costs
03 / Cash flow

Unblock the payment.

Find missing documents and resolve administrative disputes holding up customer payments.

Measure: blocker age + days to payment
Your numbers. A transparent model.

What could this
be worth to BayWa?

Change the assumptions. See capacity value, financial benefits and cash release separately. No claimed BayWa results.

Across the chosen pilot process
Share eligible for the workflow
Active human work per case
Including human review
Used to value released capacity
Incremental to today's process
e.g. preventable expedited freight
Software, usage, support + internal costs
Illustrative assumption, not a price quote
For eligible credit sales below
Estimated monthly benefit · before ongoing cost
$7,368 / month
Released capacity
Verified credits recovered
Avoided exception costs
Ongoing cost
Net monthly value
YEAR-ONE NET VALUE
YEAR-ONE ROI
SETUP PAYBACK

Illustrative inputs, not BayWa operating data or a performance guarantee. Benefits must be incremental and verified; avoid counting the same outcome twice.

Potential working capital released:
A balance-sheet effect, not revenue or profit. Excluded from ROI above.
See the calculation

Hours released = cases × eligible share × max(current minutes − agent-assisted minutes, 0) ÷ 60.
Capacity value = hours × hourly cost, if included.
Monthly benefit = included capacity value + recovered credits + avoided costs.
Year-one net = 12 × (monthly benefit − ongoing cost) − implementation.
ROI = year-one net ÷ (12 × ongoing cost + implementation).
Setup payback = implementation ÷ positive net monthly value.
Cash release = eligible monthly credit sales ÷ 30 × days accelerated.
This simplified model assumes steady monthly benefits from month one; a ramp-up would reduce first-year returns.

Start with evidence

One process.
One owner.
30 days to validate.

Bring a few representative cases. Together, we define the workflow, approval rules and measures that make a pilot worth doing.

Week 01

Find the baseline

Map the current process, choose eligible cases and agree what success means.

Week 02

Replay real cases

Validate outputs and approval rules against historical examples.

Week 03

Run a bounded pilot

Use a limited case set with an accountable process owner and reviewed actions.

Week 04

Measure, then decide

Review handling time, corrections, financial outcomes and rollout requirements.

Built around approved order handoffs and operations workflows. Vendor design responsibilities, integration access, action permissions and scope are agreed before a pilot. This concept uses fictional records and does not access BayWa systems.
Qcells module

Catalog imagery and product references: BayWa r.e. US. Availability and account pricing must be confirmed with BayWa.

View in BayWa US catalog ↗