Research Agent
Evidence-grounded research with citation validation. LLM proposes → evidence preserved → validator checks.
3 rounds · 15 evidence max · 1 resynthesis
tools: google / scholar / news via SerpApi
QuestAI investigates your goal using specialized AI agents, real-world search, and structured reasoning — then gives you an answer you can actually use. Not a chatbot. A workspace.
QuestAI routes your goal to the right LangGraph. Each agent has its own tools, schemas, and evidence pipeline — not a prompt wrapper.
Citations to verbatim sources, recent developments, limitations — validated atomically.
Dependency-aware plan with hash-cached reruns and budget-aware selection.
Live India INR prices, verbatim product evidence, filters and ranking.
Evidence-grounded research with citation validation. LLM proposes → evidence preserved → validator checks.
Trip Planner orchestrates Flight + Hotel + destination research with dependency-aware execution.
PriceScope — live Indian Google Shopping comparison. Verbatim product evidence, cheapest highlight.
Investigates opportunities by skills & location — structures matches with evidence. Demo only.
Travel's DEPENDENCY_MAP + input-hash caching means "change hotel to 5-star" only reruns Hotel Agent.
Research — Travel — Jobs — bypassed · saved 3 tool calls
Evidence is extracted verbatim (ev_001), capped at 15, deduped by claim — then validator does atomic claim checks and can force one resynthesis.
MAX_SYNTHESIS_EVIDENCE=15 · max_rounds=3 · resynthesis_count<1
A focused workflow replaces the blank chat box and the wall of generated text.
Describe what you want — trip, product, research question — in natural language.
Router picks the right LangGraph. Dependency-aware dispatch runs only needed tools.
Verbatim evidence is deduped, hedged, and validated atomically before synthesis.
Structured cards, comparisons, itineraries — not a chat transcript.
QuestAI is built around goals, investigation, specialized agents, and structured results — not endless conversations.
Give QuestAI a goal. It investigates. You get the result.
Search results alone are not answers. We built QuestAI to turn a goal into an investigation — specialized agents use SerpApi live data to plan, collect, validate and synthesize, delivering structured workspaces instead of chat dumps.
serpapi.github.io/serpapi-india-hackathon-2026Give QuestAI your next question, decision, trip, or product search.