jobtrackingapp/docs/ai/workload-inventory.md

JobTracker AI workload inventory

Date: 2026-08-02

This inventory is code-derived, not a production measurement. Typical sizes and latency targets are initial evaluation bands for synthetic benchmarks; they are not observed production SLOs. Current provider means the repository default path, not a verified production setting.

Privacy classes used by the next policy package:

• P0 public: synthetic/public job text without user data.
• P1 account: user settings or application metadata without CV/email bodies.
• P2 private: CV/profile, notes, drafts, contacts or email content.
• P3 credential: provider tokens/secrets; never a model input.

ID	Task and reachable path	Input / typical → max	Output	Language	Target / quality	Privacy and fallback candidate	Mode	Deterministic?	Current provider/model	Pro
DOC-EXTRACT	CV/attachment text extraction; /extract-text	PDF/DOCX/image/text; 50 KB–2 MB → API 5 MB, sidecar 8 MB	text + OCR metadata	any OCR-supported	background ≤30 s; high	P2; external prohibited	interactive/background	parser/OCR, not generative	local parser/Tesseract	Yes when used for AI CV import/context
CV-NORMALIZE	CV structure normalization; /cv/normalize	extracted CV text; 2k–15k → 50k chars	strict profile JSON	EN/NO/mixed	background ≤45 s; critical factuality	P2; local default, external only explicit future consent	background	deterministic parser first; AI only unresolved structure	configurable /cv/*, default Ollama qwen2.5:7b	Yes
CV-CLASSIFY	ambiguous CV block classification; /cv/classify-block	one block; 100–2k → 6k chars	strict classification JSON	EN/NO/mixed	background ≤10 s; medium/high	P2; same as CV-NORMALIZE	background	deterministic headings first	configurable /cv/*, default Ollama qwen2.5:7b	Yes
PROFILE-EXTRACT	Career Profile extraction in BuildStructuredCvAsync	CV text; 2k–15k → composed prompt 20k	strict StructuredCvProfile JSON	EN/NO/mixed	background ≤60 s; critical	P2; external prohibited by default	background	deterministic parsing/fallback remains required	/cv/rewrite, default Ollama qwen2.5:7b	Yes
PROFILE-DIFF	conservative import/merge suggestions	old/new structured profile	field diff with explicit accept/reject	any	interactive <1 s; critical	P2; no fallback needed	interactive	Yes: CvProfileDiffService; keep AI out	local C#	No model call
JOB-CLEAN	language, stop words, keyword/phrase/skill cleanup	job advert; 200–15k → 20k chars	language/tags/phrases	EN/NO/mixed	<1 s; high precision	P0/P1; no external need	interactive/background	Yes for language/basic tags; semantic phrase extraction may be evaluated separately	local LanguageDetector/SkillTagger	No model call
JOB-SUMMARY	create/detail/refresh/enrichment summary	job text; 500–10k → 20k chars	short text + sidecar signals	EN/NO	interactive ≤5 s or queued; medium	P0–P2 when notes included; local default	both	AI for abstractive summary; tags stay deterministic	local sshleifer/distilbart-cnn-12-6 /summarize	Yes for model call
JOB-MATCH	skills/missing skills/score	job text + reviewed profile	score, matched/missing skills, evidence	EN/NO	<1 s; high/reproducible	P2; no external need	interactive	Yes: JobCvMatchService/ApplicationIntelligenceService	local C#	No model call
STRATEGY	candidate fit, focus plan, Strategy Snapshot	job + CV + optional notes/email/attachments; 4k–20k	typed DTO/markdown narrative	EN/NO/mixed	queued target ≤60 s; high	P2; external prohibited by default	interactive → durable background planned	deterministic match evidence first; AI narrative	/cv/rewrite, default Ollama qwen2.5:7b	Yes
CV-TAILOR	tailored CV/headline/bullets	reviewed profile + job + optional private context; 4k–20k	editable CV draft	EN/NO	queued ≤90 s; critical factuality	P2; external prohibited by default	interactive → background planned	No, but deterministic evidence selection should constrain prompt	/cv/rewrite, default Ollama qwen2.5:7b	Yes
APPLICATION-DRAFT	cover letter/application answer/recruiter message	CV + job + optional email/notes; 4k–20k	editable text variants	EN/NO	queued ≤90 s; high	P2; external prohibited by default	interactive → background planned	No	/cv/rewrite, default Ollama qwen2.5:7b	Yes
FOLLOWUP-DRAFT	follow-up email draft	job/application state + saved drafts + optional email; 1k–20k	editable subject/body	EN/NO	interactive/queued ≤30 s; high	P2; external prohibited by default; never auto-send	interactive	No; mode/recipient validation deterministic	/cv/rewrite, default Ollama qwen2.5:7b	Yes
EMAIL-CLASSIFY	pipeline status from received email	subject/body; 50–10k	status suggestion + signal	EN/NO	<1 s; high precision	P2; no external need	background/interactive	Yes: EmailStatusClassifier	local C#	No model call
RECRUITMENT-DETECT	detect/link recruitment messages	headers/body/job/company signals	suggested link/category/confidence	EN/NO	background <1 s; high precision	P2; no external need for current rules	background	Yes until measured semantic gap	local C# matching/import rules	No model call
INTERVIEW	generated interview brief/questions	job + profile + saved state	editable brief/questions	EN/NO	queued ≤45 s; high	P2; external prohibited by default	interactive → background planned	checklist/board CRUD deterministic; brief generative	/cv/rewrite, default Ollama qwen2.5:7b	Yes
WRITING	CV Builder improve/shorten/expand/ATS/bullets/summary/tailor	selected user text + optional role; 50–20k	editable suggestion	EN/NO/mixed	interactive ≤20 s; high factuality	P2; external prohibited by default	interactive	grammar-only may use local deterministic tools later; no current equivalent	/cv/rewrite, default Ollama qwen2.5:7b	Yes
HEALTH-PROBE	service capability/latency probe	fixed synthetic sentence	metrics only	EN	≤10 s; operational	P0; external provider probe requires later explicit policy	background/admin	fixed local request	/summarize; local DistilBART	Admin/operational

Reachability and policy observations

• /summarize always uses local DistilBART in the current sidecar. /cv/* routes dispatch through AI_PROVIDER, whose repository default is local Ollama but which can currently be set globally to Gemini or Groq.
• The current global provider switch cannot enforce the task/privacy distinctions above. POL-002/AI-002 must replace it before external fallback is enabled.
• ISummarizerService truncates composed rewrite prompts at 20,000 characters. Sidecar request models cap rewrite text at 20,000, CV normalization at 50,000, classification blocks at 6,000, and extraction bytes at 8 MB; the application CV upload boundary is 5 MB.
• Deterministic keyword cleanup, skill matching, profile diffing and email classification must not be routed through a model.
• P3 credentials are configuration inputs only and must never appear in prompts, fixtures, logs or provider payloads.

Synthetic evaluation data

Machine-readable cases are in JobTrackerApi.Tests/Fixtures/AiEvaluation/cases.json. They cover all required English/Norwegian/mixed/noisy/sparse/technology/email/follow-up/strategy/strict-JSON/adversarial/injection/long/empty/invalid categories. Expected assertions are constraints rather than golden prose so later model comparisons do not reward one exact wording.