User output
Company: Topify AI — https://topify.ai/ Job description and resume evidence supplied.
Case study / AI Job Intelligence Agent
Preparing for interviews means connecting company context, role requirements, and evidence from a resume. This multi-step workflow brings those inputs together into a reviewable interview plan.
Recorded execution / Real API calls
Real run of the BYOK workflow. Topify AI research + a clearly hypothetical AI Product Engineer brief + selected public resume evidence. Recorded . Playback makes no API calls.
Company: Topify AI — https://topify.ai/ Job description and resume evidence supplied.
Live workflow / Bring your own key
Your key goes directly from this browser to OpenAI. This website never receives or stores it. OpenAI API charges apply to your account; a run makes six model calls and one web search. Documents are sent to OpenAI; avoid confidential or sensitive information. The key is cleared from the form when a run starts.
Architecture / 01
Provides the target role and career context.
Identifies the request scope before deeper work begins.
Breaks the task into company and job-analysis tracks.
Builds relevant company context.
Extracts role requirements and signals.
Maps resume evidence to the role.
Synthesizes research and evidence into a strategy.
Produces a human-reviewable preparation plan.
Engineering / 02
Evaluation / 03
A company summary should cover the requested facts, support each claim with a source, and identify missing evidence. Resume mapping should distinguish verified experience from gaps.
Deterministic checks against a small reference from Topify’s official homepage. These check coverage and handoff boundaries; they are not an accuracy benchmark or blind human evaluation.
| Check | Recorded result |
|---|---|
| Original role + hypothetical-vacancy label | Pass |
| Explicit requirements separated from hypotheses | Pass |
| Official company source URLs present | Pass |
| GEO product reference covered | Pass |
| Tracked-engine reference covered | Pass |
| Job technology not asserted as company stack | Pass |
| Unverified headquarters claim excluded | Needs review |
| Resume evidence gaps are surfaced | Pass |
Observed failures: the initial run drifted from the role to a stage name; a second run inferred company technologies from the job brief. The current run separates those inputs, but its Silicon Valley location claim remains unsupported by the checked official reference. Source URLs alone do not establish faithfulness.
Scope / limitations
This is a personal engineering demo with fixed stages, not an autonomous hiring or application system. The recorded vacancy is hypothetical. Web evidence may be incomplete or stale, and model outputs can contain unsupported claims. Review sources and resume mappings before using the plan. Runs have a three-minute deadline and no persistent memory. OpenAI charges apply to BYOK runs.
Output / 03
The final interview plan remains connected to the research and resume evidence that produced it.