Intelligence · Tools · MODULE RESEARCH
Live Web Research
Live web research, callable from any module — no stale data
Module RESEARCH is the live-search backbone. When Module N needs to research a new lead, when Module COUNCIL needs to fact-check a plan, when your team needs current information — RESEARCH runs the query, aggregates results, and returns structured findings. Included with Module COUNCIL; standalone on request.
Live
SerpAPI · Bing · DuckDuckGo
Structured
JSON findings, not raw HTML
Cited
Every fact links to its source
WHAT THIS FIXES
The exact problems Live Web Research is built around.
- LLMs trained months ago can't answer "who did our competitor announce as a partner last week".
- Your team manually searches 5 engines + 10 sites for one piece of competitive intel.
- Hallucinated facts in proposals burn trust with prospects — your sales team can't cite an LLM.
- Module N proposals benefit from live context but raw search results need triangulation.
HOW IT WORKS
The pipeline, end to end.
- 1
Query intent
Module N (or any module) issues a research intent: "Find recent news about <company>, <year>". Intent typed at the schema level.
- 2
Multi-engine fetch
Module RESEARCH queries SerpAPI (Google), Bing, DuckDuckGo. Top 10 results from each, de-duplicated.
- 3
Fact extraction
Each result page summarised by Claude Sonnet 4.6. Named entities + dated facts extracted into structured JSON.
- 4
Triangulation
Facts cross-referenced across sources. Confidence score: high (3+ sources agree), medium (2), low (1, single-source).
- 5
Structured return
JSON object: { facts: [...], confidence: ..., citations: [...] } returned to the calling module within 12-30s.
WHAT'S INCLUDED
Every capability shipped, named.
- Multi-engine fetch (SerpAPI Google, Bing, DuckDuckGo)
- Structured JSON output — not raw HTML
- Per-fact confidence score (cross-source triangulation)
- Named entity extraction (people, orgs, dates, places)
- Per-tenant rate limit and audit log
- Powers Module N (proposal research) + Module COUNCIL (planning)
- Direct callable via API for custom use
- Per-source domain filtering (block junk sources)
- PDPA-compliant — no PII extracted from search results
- Cached results (24h TTL) for efficiency
PRICING
Plans that scale with use, not seats.
All prices in MYR, exclusive of SST. 14-day refund on monthly, pro-rated refund on annual. PDPA-aligned. Cancel anytime.
WHAT YOU RECEIVE
The artefacts that land in your hands.
Structured JSON
{ facts: [{ fact, confidence, citations }], named_entities: { ... } } — drop into your proposal or report.
Citation list
Every fact backed by 1-5 source URLs with publication date. Auditable.
Audit log
Every query logged: who asked, what was asked, what came back. Compliance-friendly.
FREQUENTLY ASKED
The questions buyers ask first.
Why not just call SerpAPI directly?
You could. Module RESEARCH adds: multi-engine de-dup, fact extraction, triangulation, structured JSON, audit, and tenant rate limits. ~80% of the work after SerpAPI.Latency?
p50 ~14s · p95 ~28s. Most time spent in fact extraction (Claude pass). Cached results return in <500ms.Hallucinations on extracted facts?
Cross-source triangulation catches most. Single-source facts marked confidence=low and surfaced as such. Module N's proposal generator filters facts below confidence=medium by default.Per-source filtering?
Yes — Enterprise can block domains (e.g. block Wikipedia, block competitor blog) or allow-list trusted sources only.Use it directly from my own code?
Yes — Standalone tier exposes a REST API + MCP server. Drop into your own LLM agent stack.Anti-scraping ToS?
We use SerpAPI which has commercial Google Search API rights. No raw scraping of Google. ToS-compliant.
Try Live Web Research on your real business.
14-day trial. No credit card. PDPA-aligned. Built for Malaysian SMEs by a Malaysian team in KL. Reginald and ONSET team reply within one business hour, Mon–Fri 9am–6pm MYT.
- PDPA-aligned
- Cancel anytime
- 14-day refund
- 1 business hour reply
SEE OTHER AI EMPLOYEES
The other 24 modules in the platform.
Each AI Employee is independently usable, but they compose. Run a demo and we'll show you which combination fits your business.