Community Discussions - Recent Threads

RE: Anyone experimenting with AI or automation alongside FieldPulse?

Marcus Webb (Staff) — Sun, 23 Nov 2025 14:20:00 GMT

Nadia — appreciate you surfacing this. We are actively exploring several AI-powered capabilities that would sit natively within FieldPulse rather than requiring external orchestration.

Our current focus areas include:

Intelligent job summarization — auto-generating completion narratives from technician inputs and photo context
Predictive scheduling — surfacing likely duration overruns based on historical patterns
Smart dispatch suggestions — recommending technician assignments based on skill matching, proximity, and workload

We do not have a public timeline for these capabilities, but I can confirm they are prioritized for our H1 roadmap. The webhook and API infrastructure you are using today will remain supported and will likely gain additional event types to better enable these workflows.

If you are interested in early access or research participation, please reach out directly. We want to ensure native features address the real patterns emerging in customer implementations.

RE: Anyone experimenting with AI or automation alongside FieldPulse?

Art Kowalczyk — Sun, 23 Nov 2025 11:45:00 GMT

In my experience, the fancy stuff breaks when you need it most. We've got a simple rules-based system that flags jobs where actual time > 150% of estimate. No AI, just math. Catches most of what we care about.

The AI tools I've seen demo'd are neat until a customer gets a nonsense email because the model hallucinated a warranty extension. I'll stick with reliable over clever.

Anyone experimenting with AI or automation alongside FieldPulse?

Eli Torres (Staff) — Sat, 22 Nov 2025 14:45:00 GMT

Hey folks — Eli here from the dev side of the house. Been tinkering with some automation workflows around FieldPulse and got curious what the rest of you are up to.

I've got a little side experiment going where I'm using a webhook → work_order.status_changed → triggering a GPT-4 call to auto-draft customer follow-up emails based on the job notes. It's... surprisingly not terrible? The prompt engineering is the hard part, honestly. Getting it to sound like "us" and not a robot took some iteration.

Also played with:

Auto-categorizing photos from the mobile app (sending to a vision API to tag "panel photos" vs "wiring photos" etc)
Slack bot that summarizes the day's completed jobs and flags anything with suspiciously short duration
Trying to extract parts lists from free-form technician notes — this one is still pretty rough, edge cases everywhere

Yeah this one tripped me up too when I first looked at it — the webhook payload doesn't include the full job history, so if you need context from previous visits you're doing extra API calls. Worth keeping in mind if you're building something similar.

Anyway, curious if anyone's actually production-ized anything AI-adjacent on top of FieldPulse, or if it's all still weekend experiments like mine. What's working? What's a waste of time?

Wishlist: what feature would make the biggest difference for your team?

Carla Jimenez (Staff) — Thu, 20 Nov 2025 09:10:00 GMT

Hey everyone! 👋

We're always looking for ways to make FieldPulse work better for the teams using it every day. While we have a roadmap we're excited about, we want to make sure we're building what you actually need.

So here's the question: if you could wave a magic wand and have one new feature (or big improvement to an existing one), what would it be?

We're especially interested in hearing:

What pain point this would solve
How often it comes up in your daily workflow
What you're doing as a workaround today

No idea is too small or too ambitious—we want to hear it all! This thread will be shared directly with our product team, so your voice will absolutely be heard.

Looking forward to learning what's on your wishlist! 📝

RE: Wishlist: what feature would make the biggest difference for your team?

Marcus Webb (Staff) — Sun, 23 Nov 2025 11:30:00 GMT

Ray, Mike — fair feedback and I want to acknowledge the gap directly. The current route optimization release focuses on distance-based efficiency with basic time window support. What you're describing (skill matching, equipment constraints, hard time windows) requires a more sophisticated constraint solver.

Where we're headed: We're rebuilding the scheduling engine from scratch with constraint-based optimization — this was announced in our engineering blog earlier this year. Hard time windows and technician attributes (skills, certifications) are in the design spec for that release.

Equipment/load constraints are trickier (requires inventory awareness + dimensional data we don't yet collect) but on the longer-term roadmap.

Template saving for manual routes is a smaller lift — I'll flag that for potential near-term delivery.

RE: Wishlist: what feature would make the biggest difference for your team?

Mike Dolan — Sun, 23 Nov 2025 09:45:00 GMT

Same. Route optimization is basically useless for us. Turned it off after two weeks.

RE: Anyone experimenting with AI or automation alongside FieldPulse?

Nadia Petrov — Sun, 23 Nov 2025 09:15:00 GMT

Another way to think about this — the automation layer is becoming as important as the core platform. We're evaluating FieldPulse partially on how well it supports these experimental workflows.

From a strategic standpoint, the teams that figure out how to augment field operations with intelligence (whether statistical or generative) will outpace those treating this as a novelty. The operational impact is real, but so is the risk of building on shifting sand if API stability or webhook reliability changes.

I would be interested to hear from FieldPulse on their roadmap for first-party AI features, as this would substantially change our build-vs-buy calculus.

RE: Wishlist: what feature would make the biggest difference for your team?

Ray DeLuca — Sun, 23 Nov 2025 08:30:00 GMT

...route optimization that actually accounts for real-world constraints.

Current version optimizes for distance but ignores:

- Customer time windows (I set these, system ignores them)

- Technician skill requirements

- Equipment needed (van capacity)

So I get a "perfect" route that has my apprentice doing a job he's not qualified for, or a tech arriving outside the customer's only available window. Then I rebuild it manually anyway.

Either make it actually usable or let me save my manual routes as templates.

RE: Anyone experimenting with AI or automation alongside FieldPulse?

Gwen Albright — Sat, 22 Nov 2025 18:15:00 GMT

Seconding this — we actually paused our most ambitious experiment after a compliance review. Not killed, just... properly governed now. Which is slower but safer.

RE: Anyone experimenting with AI or automation alongside FieldPulse?

Sam Kowalski — Sat, 22 Nov 2025 17:52:00 GMT

lol y'all are overthinking it

i got a zap that reads my completed jobs and dumps a summary into chatgpt api and posts to slack. took like 20 min to set up. is it perfect? nah. does it save me scrolling through 50 jobs? yep

tbh half the "AI" stuff is just better search and formatting. don't need a policy for that

RE: Anyone experimenting with AI or automation alongside FieldPulse?

Fatima Al-Rashid — Sat, 22 Nov 2025 17:30:00 GMT

From a governance perspective, this is critical. It is worth noting that several jurisdictions now require disclosure when AI is used in customer communications, and your liability framework needs to account for hallucinated content.

I would recommend:

Establishing a formal AI use policy before any production deployment
Implementing human-in-the-loop review for all customer-facing outputs
Documenting model versioning and training data provenance for audit purposes

The security implications of webhook exposure to third-party AI services also warrant review. Ensure your endpoint authentication and payload validation are robust.

RE: Anyone experimenting with AI or automation alongside FieldPulse?

Brandon Okafor — Sat, 22 Nov 2025 16:45:00 GMT

Next-day works. Thanks.

RE: Anyone experimenting with AI or automation alongside FieldPulse?

Devon Marsh — Sat, 22 Nov 2025 16:22:00 GMT

40-60 hours to get something that doesn't embarrass you in production. Depends heavily on whether you need the prediction in real-time or next-day is fine. Next-day is way easier.

RE: Anyone experimenting with AI or automation alongside FieldPulse?

Gwen Albright — Sat, 22 Nov 2025 16:18:00 GMT

Let me tell you how we do it — we're not using "AI" per se but we've built some solid automation around the same infrastructure. The key is treating FieldPulse as the system of record and layering intelligence on top, not inside.

Our dispatcher gets a morning briefing auto-generated from overnight completions. It's just templated logic plus some conditional formatting (high-cost jobs, callbacks flagged, etc), but it's eliminated the 8am scramble to figure out what happened yesterday.

Pro tip: Start with structured data extraction before you try anything fancy. If your technician notes are free-form chaos, no model will save you. We spent two months just standardizing Problem Description dropdowns before any automation touched it.

Also worth mentioning — if you're doing anything customer-facing with AI-generated text, get your legal/compliance folks involved early. We learned that one the hard way.

RE: Wishlist: what feature would make the biggest difference for your team?

Teresa Lund — Sat, 22 Nov 2025 16:10:00 GMT

shift handoff YES. our night crew leaves stickies on my monitor. actual paper stickies. in 2025. something built in for pass-down notes with timestamp and acknowledgment would help

technician swaps too but honestly anything that keeps them from calling me at 10pm works

RE: Anyone experimenting with AI or automation alongside FieldPulse?

Devon Marsh — Sat, 22 Nov 2025 16:05:00 GMT

About 8 months of historical before I trusted it enough to surface to dispatchers. The feature engineering was way more important than model choice — stuff like "ratio of estimate to actual time" and whether the customer had a prior complaint were stronger signals than I expected.

And lol yeah, webhook race conditions are a thing. I ended up adding a 5-min delay buffer before processing, which defeats some of the "real-time" promise but saves sanity.

RE: Anyone experimenting with AI or automation alongside FieldPulse?

Brandon Okafor — Sat, 22 Nov 2025 15:47:00 GMT

We need something like this working. My team can't move forward on the volume we're handling without better triage. What's the actual lift to get a basic version running?

No small talk — just rough hours for someone with decent API experience.

RE: Anyone experimenting with AI or automation alongside FieldPulse?

Eli Torres (Staff) — Sat, 22 Nov 2025 15:38:00 GMT

Oh interesting — you're doing the prediction layer. I got as far as "this seems possible" and then got distracted by the shinier generative stuff. How much training data did you need before it started being useful?

Also yeah, the webhook ordering thing is real. I had a job completion fire before the photo uploads finished and the vision API got... creatively confused by placeholder URLs.

RE: Anyone experimenting with AI or automation alongside FieldPulse?

Devon Marsh — Sat, 22 Nov 2025 15:12:00 GMT

YMMV on this one, but I've got a Make scenario running that pulls completed jobs every hour and feeds them into a small classification model we trained. Basically trying to predict which jobs are likely to generate a callback based on tech notes, time of day, and parts used.

Heads up: the webhook reliability for high-frequency jobs is not amazing, so we batch it instead. Worth noting that FieldPulse's rate limiting on the read API (100 req/min last I checked) becomes your bottleneck real fast if you're trying to hydrate a lot of historical data.

Here's what worked for me:

// webhook receiver → queue in Redis → worker processes batches
every 15 min: fetch /work_orders?status=completed&since=${last_run}

The model's only about 70% accurate so far, but it's enough to flag jobs for QA review. Small wins.

RE: Wishlist: what feature would make the biggest difference for your team?

Deja Washington — Sat, 22 Nov 2025 14:45:00 GMT

Okay so we have two actually! First is technician-initiated schedule swaps with approval workflow. Right now when someone needs to swap a job they text me and then I have to do all the reassigning manually and it's just a lot of back and forth especially when it's like a weekend or evening and I'm not at my desk. If they could propose a swap and the other tech could accept and then it just needs my approval that would save so much time!

Second question — is there any plan for better shift handoff tools? We run 24/7 and our night dispatch leaves notes for day dispatch but there's no structured way to do this in FieldPulse so we use a shared doc and it's getting unwieldy. Thanks so much for gathering all this feedback really appreciate it!

RE: Wishlist: what feature would make the biggest difference for your team?

Sylvia Chen — Sat, 22 Nov 2025 11:20:00 GMT

+1 on conditional logic. Our workaround:

Job type drives template assignment (via automation rules)
Still requires dispatcher to categorize correctly upfront
Fails when job type doesn't predict actual work needed

Would prefer technician-facing logic that adapts in the field.

RE: Wishlist: what feature would make the biggest difference for your team?

Connor Burke — Sat, 22 Nov 2025 09:33:00 GMT

yesssss this basically I do electrical and commercial vs residential is so different also sometimes I'm doing panel upgrades and sometimes troubleshooting and the checklist that's useful for one is like completely irrelevant for the other so what I did was I made this giant checklist with everything and I just skip the parts that don't apply but that's basically not a real solution tbh and I worry about missing something because I'm scrolling past so much stuff you know

RE: Wishlist: what feature would make the biggest difference for your team?

Josh Mercer — Sat, 22 Nov 2025 07:55:00 GMT

Pro tip: conditional logic in checklists. We do commercial HVAC and the questions I need to answer on a rooftop unit vs a split system vs a chiller are completely different. Right now I have three different checklist templates and I have to know which one to pick before I even see the equipment.

What I want: one master checklist that asks "What type of system?" and then shows me only the relevant sections based on that answer. Would clean up our template library and reduce mistakes from picking the wrong form.

I'm aware some form tools do this but having it native in FieldPulse would be huge. The current checklist template setup is solid but this is the gap that's cost us time on site.

RE: Wishlist: what feature would make the biggest difference for your team?

Lindsey Park — Fri, 21 Nov 2025 19:15:00 GMT

Oh thank you so much Fiona! That's exactly what I needed to know. The form builder workaround is actually a great idea for now — really appreciate you taking the time to explain this!

RE: Wishlist: what feature would make the biggest difference for your team?

Fiona Grant (Staff) — Fri, 21 Nov 2025 17:40:00 GMT

Lindsey — current customer portal capabilities:

Customization: Logo upload, primary color selection, custom domain (Enterprise plan). Full CSS control is not available.

Document upload: Customers can upload documents to an existing work order. They cannot initiate new document submissions without a work order reference.

See Customer Portal Setup and Customization for configuration steps.

Document collection outside the portal is a known gap. Some teams use form builders (Typeform, Jotform) with webhook integration to FieldPulse as an interim solution.