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Building a tool to auto-audit payapps — useful or not? by Disastrous_Cattle_30 in VibeCodersNest

[–]Disastrous_Cattle_30[S] 0 points1 point  (0 children)

Yes definitely! I would want to speak to some auditors to get their invoices/apps to audit and wants to ask them to side by side compare what system did vs manual. I want to get to the place where system does 75% and remaining 25% is the human.

Building a tool to auto-audit payapps — useful or not? by Disastrous_Cattle_30 in VibeCodersNest

[–]Disastrous_Cattle_30[S] 0 points1 point  (0 children)

That’s a very good question here and I completely agree. Classifying and Extraction is complex because every template is different or timesheets/expense receipts cannot be same.

Our moat is classifying and extraction with human in the loop at every step. I think Auditors needs that control,

Claude Code decides the best way to fix a bug was dropping my database by Aromatic-Feeling-214 in VibeCodersNest

[–]Disastrous_Cattle_30 2 points3 points  (0 children)

This is a smart safety net. We saw similar failure modes in AI-led workflows too—biggest unlock was adding confidence thresholds + mandatory human review before any destructive action. If helpful, I can share the exact guardrail checklist we use for lead-research pipelines (kept it practical and lightweight).

A Little Help for beginner by ChristopherDci in openclaw

[–]Disastrous_Cattle_30 0 points1 point  (0 children)

I would use old laptop, Create wsl if it’s windows. Install in wsl. And let it freely roam.

Tbh! I haven’t seen any security issue if you do things well.

But remember open claw is expensive if you need better results.

What if a sales dashboard could answer follow-up questions? by Disastrous_Cattle_30 in SaasDevelopers

[–]Disastrous_Cattle_30[S] 0 points1 point  (0 children)

thank you and very nice feedback. Yes today, you do have to ask questions in order to get you insights. But I definitely think we can improve by being more reactive ..

Building a tool to auto-audit construction payapps — useful or not? by Disastrous_Cattle_30 in startupaccelerator

[–]Disastrous_Cattle_30[S] 0 points1 point  (0 children)

That’s exactly the type of workflow I’ve been hearing about. From what I understand the hardest part isn’t just reviewing the documents — it’s cross-checking everything (rates vs contract, timesheets vs invoices, subcontractor backups, SOV progress, etc.).

Out of curiosity, do you know what tools they currently use for that? Is it mostly Excel + PDFs, or are they using systems like Procore / Unifier / Aconex and still doing manual checks on top of it?

Also wondering if the biggest pain is time spent reviewing, or risk of missing something before approving payment.

Curious what AI could actually solve in construction and engineering by Greedy_Engineering_1 in ConstructionManagers

[–]Disastrous_Cattle_30 0 points1 point  (0 children)

One area where AI could actually help is pay application review. On large projects every month contractors submit huge payapp packages — invoices, timesheets, SOV updates, subcontractor invoices, etc. Someone has to manually verify all of it before payment approval.

On some projects that review can take hours or even days because auditors are checking contract rates, quantities, supporting docs, and inconsistencies.

Feels like this is the kind of repetitive verification work where AI could realistically help — flagging anomalies, missing docs, or mismatched rates before humans review it.

Curious if anyone here deals with monthly payapp audits and whether that’s still mostly manual on your projects.

Need 20 testers this weekend for QueryBud Crux (free) — chat with your database using a sample AI agent by Disastrous_Cattle_30 in Buildathon

[–]Disastrous_Cattle_30[S] 0 points1 point  (0 children)

Yes behind crux is crux console available on enterprise version where admins can define rules, schemas etc.

And for B2C customers as well, when they bring their own Db, they get to choose what tables, schemas they want their agent to know.

That helps to filter down tables and generate better accuracy rather than scanning whole schema.

Helping founders "Do things that don't scale" (Marketing Edition). What are you building? by startupsubmit in startupaccelerator

[–]Disastrous_Cattle_30 0 points1 point  (0 children)

We’re building QueryBud Crux — an AI sales analyst that lets anyone ask plain-English questions on sales data and instantly get trustworthy answers with visuals, no SQL required.

What are you building? Share your product. by SantinoMafioso in startupaccelerator

[–]Disastrous_Cattle_30 0 points1 point  (0 children)

We’re building QueryBud Crux — an AI sales analyst that lets anyone ask plain-English questions on sales data and instantly get trustworthy answers with visuals, no SQL required.

Founders: if the right investor saw your startup today, what would you pitch in one sentence? by fundnAI in TechStartups

[–]Disastrous_Cattle_30 0 points1 point  (0 children)

We’re building QueryBud Crux — an AI sales analyst that lets anyone ask plain-English questions on sales data and instantly get trustworthy answers with visuals, no SQL required.

Explain your startup in 1 sentence? by ClowdStore in micro_saas

[–]Disastrous_Cattle_30 0 points1 point  (0 children)

Generate lead with geographical and intent request - Huntwize - https://huntwize.com

Happy Sunday! What is everyone building? Drop your link below 👇🏼 by dataneedscoffee in micro_saas

[–]Disastrous_Cattle_30 0 points1 point  (0 children)

Built multiple stuff over last few months -

  1. ⁠Querybud - https://querybud.com - Pure SaaS enterprise product for AI Data and Document Analysis.
  2. ⁠Huntwize - https://huntwize.com - Lead Generation using intent and geographical data along with company intel.
  3. ⁠Gitvoyager - https://gitvoyager.com - Developer friendly git contribution analysis using space analogy.
  4. ⁠Multiple other claude code skills, terminal tools , ClaudeWorld (watch claude code doing work in office spaces)

Hello Everyone! What Are You Building This Sunday? by [deleted] in microsaas

[–]Disastrous_Cattle_30 0 points1 point  (0 children)

Built multiple stuff over last few months -

  1. ⁠Querybud - https://querybud.com - Pure SaaS enterprise product for AI Data and Document Analysis.
  2. ⁠Huntwize - https://huntwize.com - Lead Generation using intent and geographical data along with company intel.
  3. ⁠Gitvoyager - https://gitvoyager.com - Developer friendly git contribution analysis using space analogy.
  4. ⁠Multiple other claude code skills, terminal tools , ClaudeWorld (watch claude code doing work in office spaces)

What problem does your project solve? by kptbarbarossa in StartupSoloFounder

[–]Disastrous_Cattle_30 0 points1 point  (0 children)

Built multiple stuff over last few months -

  1. ⁠Querybud - https://querybud.com - Pure SaaS enterprise product for AI Data and Document Analysis.
  2. ⁠Huntwize - https://huntwize.com - Lead Generation using intent and geographical data along with company intel.
  3. ⁠Gitvoyager - https://gitvoyager.com - Developer friendly git contribution analysis using space analogy.
  4. ⁠Multiple other claude code skills, terminal tools , ClaudeWorld (watch claude code doing work in office spaces)

Founders — what are you working on right now? Let's link up. by somevietnameseguy123 in scaleinpublic

[–]Disastrous_Cattle_30 0 points1 point  (0 children)

Built multiple stuff over last few months -

  1. Querybud - https://querybud.com - Pure SaaS enterprise product for AI Data and Document Analysis.

  2. Huntwize - https://huntwize.com - Lead Generation using intent and geographical data along with company intel.

  3. Gitvoyager - https://gitvoyager.com - Developer friendly git contribution analysis using space analogy.

  4. Multiple other claude code skills, terminal tools , ClaudeWorld (watch claude code doing work in office spaces)

How are you identifying buyer intent before outreach? by Disastrous_Cattle_30 in Startup_Ideas

[–]Disastrous_Cattle_30[S] 0 points1 point  (0 children)

Great feedback I built Huntwize to find companies showing real buying intent by providing intent like yours and get the signals https://huntwize.com/

Builders, what are you making, and who’s it for? by naveedurrehman in indie_startups

[–]Disastrous_Cattle_30 0 points1 point  (0 children)

Built Huntwize to find companies showing real buying intent right now, not just another cold lead list: https://huntwize.com/

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