Nexora Staffing
    Nexora's technical wedge

    Timesheet photo → payroll in 30 seconds

    The most powerful AI engine on the market for processing timesheets. Upload any format — handwritten photo, PDF, spreadsheet, .eml — and get a structured array ready for payroll. No manual transcription.

    Unique in its category: no competitor (Bullhorn, Avionté, TempWorks) offers this level of processing at the price Nexora includes it.

    Handwritten photosPDF and Excel.eml emailsDate inferencePer diem detection

    AI Timesheet Engine: the wedge that defines Nexora Staffing

    In any staffing agency operation, there is a bottleneck so routine the team treats it as natural law: the weekly timesheet capture. The client supervisor sends WhatsApp photos of handwritten timesheets; the construction contractor scans imperfect PDFs from the foreman; the IT project coordinator sends an Excel with its own format; a PEO client forwards a .eml with hours reported in the body. The administrator spends 10-15 minutes per timesheet validating, normalizing, capturing — and when there are 100 timesheets a week, that is 15-25 administrative hours consumed in transcription alone.

    Nexora's AI Timesheet Engine eliminates that bottleneck. It is not generic OCR. It is a specialized engine combining computer vision optimized for timesheet photos (with smart auto-compression to reduce tokens without losing legibility) and NLP trained specifically on staffing industry timesheet structures. It decodes cursive, print or mixed handwriting; infers missing dates by calculating backward from the weekend assuming Sundays by default or explicit ranges when mentioned; automatically distinguishes worked hours, overtime, per diem and reimbursements; and delivers a payroll-ready structured JSON.

    The operational difference is an order of magnitude. What took 10-15 minutes per timesheet now takes 30 seconds with no human intervention. An agency with 100 weekly timesheets frees up 15-25 administrative hours — the equivalent of half to a full-time administrator — redirected to strategic activities: client relationships, payroll quality, candidate sourcing. And transcription errors, which in the manual model hover at 5-10%, drop to practically zero because the engine reads directly from the original without passing through human writing.

    For construction and public works staffing, where the handwritten foreman timesheet is virtually inevitable and mandatory certified payroll imposes strict weekly reporting, the engine turns an operational impossibility into normal workflow. For PEOs receiving timesheets from 50 different clients each with its own format, the AI normalizes everything to a single structure without each client changing how they report. For bilingual multi-country agencies, the model processes Spanish and English with the same precision in the same flow.

    Processing is also auditable: each timesheet is recorded with the original file, engine output, manual edits if any, approving user and full timestamp. This matters for certified payroll (where the DOL can request evidence up to three years back) and for client disputes over billed hours. No competitor — not Bullhorn, not Avionté, not TempWorks — offers this level of processing at the price Nexora includes it as part of the base product. It is the technical wedge that defines the category.

    See the full Nexora Staffing platform

    The problem

    Transcribing timesheets consumes your admin team

    The supervisor sends a WhatsApp photo with handwritten hours. The administrator transcribes to Excel, validates dates, calculates overtime, enters into payroll. Each timesheet: 10-15 minutes.

    Blurry photo with hard-to-read handwriting
    Ambiguous dates requiring range inference
    Daily rates and per diems mixed with worked hours
    Transcription errors causing payroll discrepancies
    Weekly pile-up: 100+ timesheets paralyzing the team

    The real cost:

    15-25 hrs/week just transcribing
    5-10% capture errors
    Payroll delayed by the bottleneck
    Administrative talent wasted
    The solution

    Specialized AI engine for staffing timesheetswith vision + trained NLP

    Nexora's AI Timesheet Engine is the only product on the market combining computer vision with NLP trained specifically on staffing industry timesheet formats.

    Optimized computer vision

    Auto-compression of photos for token optimization. Decodes handwriting even on folded or wet timesheets.

    Smart date inference

    Calculates dates backward from the weekend (assuming Sundays by default) or explicit ranges. Zero ambiguity.

    Rate and per diem detection

    Distinguishes worked hours, overtime, per diem and expense reimbursements automatically.

    Multi-format processing

    Handwritten photo, generated PDF, tabular spreadsheet or .eml email — the engine adapts the parser.

    How it works

    The flow of the AI Timesheet Engine

    1

    Timesheet upload

    Supervisor, employee or client uploads the file from web, mobile, WhatsApp or email forward.

    Multi-channel upload
    2

    Image pre-processing

    If photo, auto-compression + perspective correction + contrast enhancement for maximum readability.

    Optimization
    3

    OCR + vision

    Decodes handwritten, printed or tabular text. Identifies document structure (rows/columns).

    OCR + CV
    4

    Specialized NLP

    Identifies employee, client, project, dates, worked hours, overtime, per diems, notes.

    Staffing NLP
    5

    Inference and validation

    Calculates missing dates, validates totals, detects inconsistencies, flags for human review if needed.

    Cross validation
    6

    Structured output

    Payroll-ready JSON with employee_id, client_id, date, hours_worked, overtime, per_diem.

    Structured JSON
    Key capabilities

    Engine technical capabilities

    Smart auto-compression

    Reduces image size without losing legibility. Token optimization means lower cost per processed timesheet.

    Cursive handwriting handling

    Decoding of cursive, print or mixed handwriting. Model trained on thousands of real timesheets.

    Sunday-default date detection

    If the work week ends Sunday and the timesheet only says 'Monday-Friday', infers exact dates of the range.

    Reconciliation with assignments

    Cross-checks active assignments from Placements module — flags discrepancies between reported hours and assigned project.

    Per-agency learning

    Model refined with your agency's historical timesheets. Each client and supervisor has their pattern learned.

    Immutable audit log

    Every processing recorded: original file, engine output, manual edits if any, approving user.

    Result

    From 15 minutes per timesheet to 30 seconds with no human

    Before

    10-15 minutes per timesheet
    Frequent transcription errors
    Weekly admin bottleneck
    Delayed payroll

    After

    30 seconds per timesheet with AI
    Zero transcription errors
    Admin team free for strategic tasks
    Payroll on time, always

    A single AI processing saves the equivalent of one full-time administrator per 50 weekly timesheets.

    Use cases

    Who needs the engine most?

    Agencies with 100+ timesheets/week

    Engine ROI is direct: free up 15-25 administrative hours per week.

    Construction and public works staffing

    Handwritten foreman timesheets + mandatory certified payroll. Without AI it is impractical.

    PEOs with third-party timesheets

    Each client sends its own format. AI normalizes everything to a single structure.

    Bilingual multi-country agencies

    Processes English and Spanish timesheets with the same precision. Bilingual model.

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