Contract
Production document-intelligence pipeline: OCR, LLM extraction and cited RAG
Contract evidence involving React, Next.js, Python. First observed 28 Aug 2026; the response opens on upwork.com.
- Budget
- Not provided by source
- Work format
- Contract
- Role family
- Software specialist
- Seniority
- Level not stated
- Observed
- 28 Aug 202610 days old
- Response destination
- upwork.com
What this signal says
Leadiy recorded “Production document-intelligence pipeline: OCR, LLM extraction and cited RAG” as a contract signal, not as a copied job-board article. The public page keeps only the facts needed to understand the commercial request: the role or outcome, normalized technologies, engagement format, stated budget, observation time and the exact destination for a response. Contact names, email addresses, outreach drafts, private notes and the imported source row stay outside this page. The useful question is therefore narrow: what kind of software demand is visible here, and what should a supplier verify before deciding to respond?
How the technology was normalized
For comparison across sources, Leadiy maps the visible stack to React, Next.js, Python, PostgreSQL, pgvector, Redis, Docker, AWS, OpenAI API, RAG, Next.js + Supabase/PostgreSQL, Python/FastAPI + OpenAI + pgvector. Source marketplaces often mix frameworks, platforms, infrastructure and delivery language in one line, so a literal string would fragment the market view. The controlled catalog keeps stable concepts together while retaining the original stack as a concise fact below. Detection is multi-label: several technologies may be valid at once, and a stack combination is admitted only when its required components appear. Buyers and suppliers should still use the source page to confirm versions, depth and mandatory versus optional skills.
Commercial format
Leadiy reads the buying motion as Contract. This matters because the response shape for a deliverable, contractor seat, formal proposal and employment application is not interchangeable. The category is a classifier output rather than a legal characterization, and the original post wins if its terms change. The available duration wording is “1–3 months; <30 h/week; ongoing if Phase 1 succeeds.” Work-location context is recorded as “Worldwide remote; individual contractor route is explicit; agency eligibility not stated.”
Reading the budget
No budget value was supplied in the imported source record. The page labels this plainly as “Budget not provided by source” so publication status cannot be confused with compensation coverage. An absent figure is not converted into zero and is not inferred from neighbouring opportunities. The original destination remains the authority for price, salary, rate unit, fees, milestones and any later updates.
Demand context from Hiring Pulse
In the current 30-day Hiring Pulse, React appears in 283 of 1038 observed opportunities (27.3%). Counts are multi-label, so one opportunity may contribute to several technology buckets. The comparison is dated through 2026-09-08 and describes Leadiy’s observed sample, not the whole software market. It helps answer whether this record sits beside other visible signals, but it does not prove future demand, market share or buyer intent. The individual page and the aggregate Pulse use the same public-safe vacancy and project scope, while direct leads and personal data remain excluded from both.
Observation and publication timing
The first-observed timestamp is 28 Aug 2026, 23:01 UTC, which makes this record 10 days old when this page is rendered. Public release waited 29.69 hours, selected deterministically between 24 and 48 hours from the record identifier. That rule survives process restarts and does not drift with each request. It also separates two clocks that are easy to confuse: the source may have published earlier, whereas Leadiy records when its own system first saw the opportunity. Paid access is to the earlier matched feed, not to a claim about the source’s original posting time.
What looks similar
Similarity is based on shared normalized technology tags and then recency, not on company identity or copied source prose. "AI integration, custom development and process automation", "Next.js/Fastify investment platform rebuild", "Custom Next.js ecommerce website and admin platform" These neighbours are useful for comparing delivery shape, budget visibility and technology overlap. They are not duplicates and they do not imply that the same buyer, scope or qualification rules apply. When no suitable public neighbour exists, the page says so instead of padding the section with unrelated links. New public records can change this comparison set after their own delay and quality checks pass.
Where the response goes
This page’s action route is explicit: it opens Upwork on upwork.com. Leadiy provides context and provenance, not an application proxy. A click can therefore lead to a third-party login or proposal workflow governed by that service’s own privacy, eligibility and payment rules. The public catalog never replaces those instructions and never publishes a hidden email address as an alternate route. Review the destination hostname, confirm that the opportunity is still active, and respond only through a path you trust.
Public evidence versus earlier access
The commercial distinction is one sentence: the same opportunities, one day earlier. The paid workspace is for acting on newly matched signals with private workflow tools; this public edition is for later discovery, citation and market context. Paying does not improve the source’s terms or guarantee a response. It changes when the Leadiy record becomes available and adds the operating context needed to triage it. That boundary keeps the open catalog genuinely useful while preserving a simple reason to subscribe without hiding where the original response must be submitted.
The same opportunities, one day earlier.
See the $39 / 30-day plan →Your response leaves Leadiy.
The button opens upwork.com. That third-party page controls login, eligibility, proposal fields, privacy and the current status of the opportunity.