AI tools for the teams behind staffing, healthcare billing and lending.
We build them around the work your people already do, run them on machines you own or in your own cloud, and test them on your own examples before you commit to more than a pilot.
See one working:IT staffingMedical codingSoftware agenciesFinancial servicesEducationLogisticsPharma
Your team keeps the judgment
Your staff make the decisions. When a tool drafts one, it shows the document and the line it came from, and it records who approved it.
Every tool on this site takes the part of a job nobody was hired to do: re-typing a rate confirmation, reading the same chart twice, re-uploading a file to a portal that timed out.
Two kinds of build
Hours back from work that follows rules
Hotlists, denial letters, loan packs, bills of lading. Where the work follows rules, we automate the steps and leave the judgment calls with your team, with the source document one click away.
Tools your industry hasn't had
A field app that fills a loan application from a conversation in Telugu. A second reviewer for every coded chart. A daily view of what each benched consultant is costing you. Bring an idea like that and we'll build it with you, or tell you plainly that it won't pay back.
Demos you can see working
Browse all demosBench Desk
IT staffingBuilds the day's hotlists, matches vendor requirements to your bench, submits each profile once, and sorts the replies.
Open Bench DeskCoding QA Copilot
Medical codingReads every coded chart after your coder does and flags the ones worth a second look, with the chart text behind each flag.
Open Coding QA CopilotPrivate AI Module Kit
Software agenciesAI modules you embed in your clients' apps under your own brand — document reading, reply drafting with a human check, and summaries in English, Telugu and Hindi.
Open Private AI Module KitLoan-Pack Checker
Financial servicesChecks every loan pack before disbursal — key fact statement, sanction letter, agreement and KYC set — and shows each mismatch with its page.
Open Loan-Pack CheckerGuardian Consent Desk
EducationRecords a parent's consent for each use of a student's data, and when consent is withdrawn, deletes the student from every connected system and issues a signed certificate.
Open Guardian Consent DeskShipping Document Extractor
LogisticsReads bills of lading, commercial invoices and packing lists into the shipment record and checks them against each other before anything is filed.
Open Shipping Document ExtractorAlso on our workbench: 7 more demos across 6 industries. Each industry page names them.
Ask for a previewIt runs on your machines, or in your own cloud
Most firms we build for can't send client files to someone else's AI service. So we deploy on hardware you already own, in a cloud account in your name (India-hosted if you need it), or on a machine you buy through a hardware partner. Before any of that, we measure how your machines actually perform on your work.
How private deployment worksStart with one process
Every engagement begins with one process. You can stop after any step and keep what we delivered.
Every number here has a test run behind it
Each demo keeps its test results: the examples it ran on, the model, the date, and any examples that failed. We show the latest complete run, and the bad runs stay on the record too. Ask on the call and we'll open one.
- Requirements where the best fit on the bench was in the top three
- 97.50%
- Fields read correctly from requirements and rate confirmations
- 100%
- Fields a document doesn't state, left empty
- 100%
- Vendor replies sorted into the right lane
- 79.66%
- Replies put in Draft ready that needed review or a person
- 0
- Replies about rates, RTRs, contracts or immigration sent to a person
- 100%
- Duplicate submissions across the break-it scenarios
- 0
- Median time to read and match one requirement
- 6188 ms
- Run on 4 October 2026
- Model: gemini:gemini-3.5-flash-lite
- 451 examples
These figures come from test runs on Google's Gemini (gemini-3.5-flash-lite), a hosted model, on synthetic data. We'll add runs on a local model.
Who's behind this
Stafflo is run by Charan Manikanta Nalla under devsforfun Studio (OPC) Private Limited. Two years of multi-client engineering work across several lines of business at Aegion Dynamic, and the engines under every demo here were built and tested in this studio. Specialists join per engagement and are named on the work they do: Hemanth on mobile, Naveen on machine learning, Harsha on full-stack. You work with the person who builds your tool, from the first call to handover.
More about Charan- Charan Manikanta NallaBuilds your tool, first call to handover
- HemanthMobile
- NaveenMachine learning
- HarshaFull-stack
Bring one process and one example
In 15 minutes we'll look at one process with you and show you the closest demo. The full picture, with the money worked out, is the audit.
Book a 15-minute call




