Software Alternatives & Startups

JobTally VS mlsql

Compare JobTally VS mlsql and see what are their differences

JobTally

Phone-first job costing for owner-operator contractors running crews of 2 to 10. See live per-job profit as labor, materials, and receipts hit the job. GPS crew clock-in, receipt scanning, estimates and invoices, and QuickBooks-ready tax exports.

Rating
0 reviews
Pricing
Paid Free trial $150 / Monthly (All features, unlimited crew. $1,200/yr if paid annually.)
mlsql

Infer SQL queries from plain-text questions and table headers.

Rating
0 reviews
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

Based on our record, mlsql seems to be more popular. It has been mentioned 2 times since March 2021.

social mentions
0 vs 2
Field Service Management popularity
100% vs 0%
alternatives listed
39 vs 1

Base details

Website, pricing, platforms and company facts side by side.

JobTally
mlsql
Website getjobtally.com github.com
Pricing
Paid Free trial $150 / Monthly (All features, unlimited crew. $1,200/yr if paid annually.) Official pricing
—
Platforms
Web Browser Mobile SaaS Cloud +2
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Company Startup from the United States · 1 - 9 employees —
Listed in

About JobTally and mlsql

In their own words, as submitted to SaaSHub.

JobTally
mlsql

JobTally is phone-first job costing software for owner-operator contractors running crews of 2 to 10. It answers one question in real time: am I making money on this job right now? Every job shows budget versus actual as money goes out, so labor, materials, and receipts hit the job cost the...

Read more about JobTally

No description of mlsql yet.

Features and specs

What each product offers, as listed by its team.

JobTally 12 features
mlsql 0 features
  • GPS crew time clock
    Crew clock in and out from their own phones; GPS stamps each punch
  • Live per-job profit
    Budget vs. actual updates as labor, materials and receipts hit the job
  • Receipt scanning
    Snap a receipt photo and the store and total post to that job
  • Crew pay totals
    What you owe each crew member this week, from clocked hours
  • Estimates & invoices
    Estimates convert into jobs with the budget; invoice from the job
  • A/R aging
    See who still owes you at 30, 60 and 90 days
  • Mileage tracking
    Log job mileage for reimbursement and year-end deductions
  • Job photos & daily logs
    Crews send jobsite photos and notes from the field
  • Schedule & time off
    Assign crew to jobs and approve time-off requests
  • Business-health dashboard
    One screen for revenue, costs, margin and money still owed
  • Tax exports
    One tap exports QuickBooks-ready CSVs for income, expenses, labor, mileage
  • Offline mode
    Clock-in works with no signal and syncs when the phone is back in range

No features have been listed yet.

Analysis

An editorial look at what each product does well and who it suits.

JobTally
mlsql

No analysis of JobTally yet.

Overall verdict

  • MLSQL is a solid open-source unified platform that blends SQL with machine learning, making data engineering and ML workflows accessible through a single, declarative language. It's a good choice for teams looking to streamline big data and ML pipelines without switching between multiple tools.

Why this product is good

  • It unifies data processing and machine learning under a single SQL-like syntax, lowering the learning curve for data teams.
  • Built on top of Apache Spark, it leverages a proven distributed computing engine for handling large-scale data.
  • Open-source and actively developed, allowing customization and community-driven improvements.
  • Supports the full ML lifecycle including data preprocessing, training, and deployment within one workflow.
  • Reduces the need to context-switch between separate ETL, analytics, and ML tools.

Recommended for

  • Data engineers and data scientists who prefer SQL-centric workflows
  • Teams working with big data on Apache Spark
  • Organizations wanting to unify ETL and machine learning pipelines
  • Companies seeking an open-source alternative to fragmented ML tooling
  • Analysts looking to build ML models without deep programming expertise

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
JobTally
mlsql
100% 100%
0% 0%
0% 0%
100% 100%
100% 100%
0% 0%
0% 0%
100% 100%

Questions & Answers

As answered by people managing JobTally and mlsql.

What makes your product unique?

JobTally's answer

JobTally answers one question in real time: am I making money on this job right now? Most contractor software is built around scheduling, dispatch or invoicing, and job cost ends up being a report you run after the fact - usually at tax time. JobTally is built the other way around. Every job carries a budget, and labor, materials and receipts land against that budget the moment they happen. A crew member clocks in from his own phone with GPS on the punch, and those hours become job cost and crew pay automatically. A receipt photo taken at the supply-house counter posts the store and total to the job. It runs in any phone browser with nothing to install, which is what makes it survive contact with a real crew.

How would you describe the primary audience of your product?

JobTally's answer

Owner-operator contractors running crews of 2 to 10 - remodelers, general contractors and specialty trades who bid fixed-price work. The typical user is the owner himself: on site most of the day, bidding the work personally, no office manager, and today he finds out whether a job made money weeks or months later from a spreadsheet or his accountant. Companies big enough to employ a full-time project manager or a controller are usually better served by a heavier platform; JobTally is deliberately aimed at the shop that is too small for that and too big to keep guessing.

Why should a person choose your product over its competitors?

JobTally's answer

Three reasons owner-operators choose it over the bigger platforms. Price and packaging: $150 per month flat with unlimited crew - no per-seat fees and no tier that holds job costing back until you upgrade. Scope: it does the job-cost loop (crew hours, materials, receipts, live per-job profit, estimates, invoices, A/R aging and tax exports) instead of asking a four-man company to run a platform designed for a company with an office manager. Adoption: the crew only ever touches a clock-in button and a camera, in a browser, so there is nothing to install and nothing to train. Two honest limits worth knowing up front: the QuickBooks piece is a one-tap export you import, not a live two-way sync, and invoices track what you are owed while you drop in your own payment link - in-app card payments are not there yet.

What's the story behind your product?

JobTally's answer

JobTally came out of watching small contractors work. The pattern was always the same: the owner knows his trade cold, but the money side is a shoebox of receipts and a text thread of hours, and the verdict on a job arrives long after the job is over. By then he has already bid three more at the same broken number. The tools that solve this properly assume an office and someone sitting at a desktop at the end of the day, which is exactly what a four-man shop does not have. So JobTally was built phone-first and stripped down to the loop that actually decides profit: hours on the job, material on the job, and budget versus actual while there is still job left to fix it on.

Which are the primary technologies used for building your product?

JobTally's answer

JobTally is a React single-page application hosted on Vercel, with Supabase (PostgreSQL, authentication, row-level security and file storage) as the backend and serverless functions for the API. It is a responsive web app rather than a native iOS or Android build, so crews run it in any phone browser with nothing to install; clock-in works offline and syncs once the phone is back in range. Receipt capture uses OCR on the uploaded photo to pull the store and total onto the job.

User comments

Share your experience with using JobTally and mlsql. For example, how are they different and which one is better?

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Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

JobTally 0 mentions
mlsql 2 mentions

Tracking JobTally since Jul 2026.

  • Download the files from Docker Container and locally edit them
    I am working on a project that requires me to take user input (as English) and return SQL queries. We will eventually be working with multiple datasets, which is why the valuenet over at https://github.com/paulfitz/mlsql ended up being... Source: over 4 years ago
  • Clone and edit Docker Projects hosted on Github
    I found this great resource here: https://github.com/paulfitz/mlsql. Source: almost 5 years ago

Alternatives to JobTally and mlsql

When comparing JobTally and mlsql, you can also consider the following products.