Position work that holds up to scrutiny

Descriptions, evaluation, and classification for organizational design and compensation teams. Every result carries its reasoning, because these decisions get appealed.

How the work gets done
drafting & extraction language models
standards matching retrieval + rerank
scoring & levels deterministic rules
pay architecture lookup tables

Start anywhere. It compounds.

Each tool stands on its own. Used together they write to the same position record, so the work you do in one shows up in the next. Most teams start with a single workflow and add from there.

Available

Define the work

Get positions out of documents and into a system.

  • Position descriptions
  • Org charts
  • Structured intake
Available

Size the work

Assign level and value, with the reasoning attached.

  • Position evaluation
  • Standards-based classification
  • Evaluation tracking
First deployments

Run the framework

One position record HR, recruiting, and compensation all read from.

  • Position registry
  • Bands and geographic zones
  • Pay equity view
  • Org design conformance

Where your time goes back

Every tool compresses hours of manual drafting into minutes of guided review. The time you save goes back to strategy, decision-making, and the work that actually needs a person.

One position, end to end
  1. 10 min
    Intake form
    People leader fills it in. No login.
  2. Automatic
    Description drafted
    Internal version and a job ad.
  3. ~15 min
    Evaluated
    Each factor scored, with written justification.
  4. On accept
    Banded
    Salary range resolves by zone.
  5. Same day
    In the registry
    Searchable by HR and recruiting, permission filtered.
TaskTypical manual effortWith TalentStory,
including review
Per 15 positions
a year
Writing a position description8–10 hrs~20 min115–145 hrs
Job analysis4–5 hrs~10 min57–72 hrs
Evaluation and classification1–2 hrs~15 min11–26 hrs
Reclassification comparison2–3 hrs~15 min26–41 hrs

Manual baselines are client-reported. Annual figures assume fifteen new or re-evaluated positions a year and are the row difference multiplied out, so they scale to your own volume. Review time is a person reading and correcting the output, not a rubber stamp.

See it on your own positions

Send a note and we will set up a walkthrough using a real position from your organization, not a canned demo. Takes about thirty minutes.

Goes to a person, not a sequence. We will not add you to a mailing list.

© 2026 TalentStory · Currently in Early Access