Build data agents for growth and product teams, decisions, and context
Sushidata deploys swarms of agents that connect to your data and turn it into actions your team can take today. Surface โ๏ธcompetitive intel, find ๐ฒhigh-intent prospects, and create viral content .

Agents deployed at
Your team is powerful.
Your context isn't.
Growth and product teams generate valuable signal across Gong, Slack, Discord, and Reddit, but it's fragmented. Even with tools like ChatGPT or Claude, decisions are made on incomplete context.
Context scattered across tools
Your customers are talking in Discord, Reddit, X, Gong calls, and Slack, all at once. Without a unified context layer, 90% of those signals never reach the agents or teams that need them.
Intelligence that arrives too late
By the time someone manually compiles competitive signals or customer themes into a slide, the window to act has closed. Real-time context aggregation is the only edge that compounds.
Tools don't talk to each other
Gong has your call data. Slack has internal signals. Recall has meeting notes. None of it is connected, and none of it is structured for an AI agent, a workflow, or a model like Claude to actually reason over.
Build agents that empower
your team to move faster.
Sushidata centralizes your context so every agent and team member using ChatGPT, Claude, or Gemini reasons over the full picture, not fragments. Connect Gong, Slack, Discord, Reddit, and more to turn scattered signals into decisions.
Objection Handling
Arm your sales team with real-time objection responses pulled from winning calls and community conversations. Always know what to say next.

Competitive Intelligence
Monitor every channel where competitors are mentioned. Get pricing changes, feature launches, and positioning shifts in real time.

High-Intent Prospects
Find people actively looking for a solution like yours. Surface buying signals from Reddit threads, community forums, and social before your competitors do.

Viral Content Generation
Turn real customer quotes into LinkedIn posts that resonate. Your agent finds the signal worth amplifying and drafts content in your voice.

Deep Research & Charts
Run deep analysis on any topic. Get a structured report with charts, citations, and source links compiled from hundreds of sources in minutes.

Deploy your own
swarm of agents.
Run context ingestion, query summaries, and multi-agent swarm orchestration from your own product with simple JSON endpoints.
What you can do in minutes
Competitive intel radar
Track rival launches and pricing shifts in real time.
Prospect intent scoring
Spot buying signals from real customer language.
Content angle discovery
Find themes your market actually responds to.
Market research swarms
Split big prompts into parallel worker tasks.
Customer risk monitoring
Catch churn patterns early from support and community.
Internal AI copilots
Feed structured outputs into CRM, Slack, and dashboards.
- โOne schema across all sources.
- โAnswers in seconds from
/query/. - โParallel swarms for broad research.
- โPartial results while jobs are running.
<your-assigned-id>/public/<your-assigned-id>/swarm/deploy/Deploy a swarm of parallel agents and receive worker IDs for status polling.
1curl -X POST "https://api.sushidata.ai/public/<your-assigned-id>/swarm/deploy/" \2 -H "Content-Type: application/json" \3 -d '{4 "query": "Research the top 5 competitors in the AI analytics space",5 "swarmSize": 56 }'1{2 "plan": "...",3 "swarmSize": 5,4 "workers": [5 { "doId": "do_123", "label": "Competitor landscape" },6 { "doId": "do_124", "label": "Pricing teardown" }7 ]8}Agents connected to every tool.
One unified context layer.
Your agents pull from both sides, internal conversations and external signals, and combine them into a unified context layer your whole team and every downstream agent can act on.
What's happening inside
Your calls, meetings, and internal conversations hold rich context that agents need to reason effectively. Our agents connect directly to these tools so your team doesn't have to export a thing.
Gong
Sales calls, objections, competitor mentions, buyer language
Slack
Internal signals, customer Slack channels, CS escalations
Recall.ai
Meeting recordings, customer calls, demo sessions, QBRs
What's happening out there
Customers say things publicly they'd never say on a call. Your agents connect to these platforms and aggregate signals around the clock, giving your intelligence layer real-world context no internal tool can provide.
Discord
Community sentiment, feature debates, power-user signals
X / Twitter
Brand mentions, competitor chatter, emerging narratives
Organic reviews, buying intent, category conversations
Web Research
News, blogs, analyst reports, competitor sites, crawled on demand
Every ad platform. Every competitor. Real-time.
Your agents have built-in tools for every major ad transparency library - Google, YouTube, LinkedIn, Meta, and X - plus Ahrefs via Apify for SEO and backlink intelligence. See exactly what competitors are running, spending, and ranking for, without logging into a single dashboard.
Google Ads Transparency
Search & display ads, spend patterns, ad copy
YouTube Ads Transparency
Video ads, pre-roll creative, competitor channels
LinkedIn Ad Library
Sponsored content, targeting, competitor messaging
X Ads Transparency
Promoted posts, ad creatives, campaign history
Meta Ad Library
Facebook & Instagram ads, creative assets, spend
Ahrefs via Apify
Backlinks, keyword rankings, domain authority, SEO gaps
Every signal. Every tool. One structured intelligence layer.
Sushidata agents connect to every platform your team touches and continuously aggregate context into a single, structured feed ready for ChatGPT 5.1, Claude, Gemini, or any AI agent to reason over in real time. This is the context layer your intelligence stack has been missing.
- โ Ingests 2,000+ signals per day from all your channels
- โ Normalizes unstructured conversations into typed, queryable context
- โ Real-time streaming so agents always have the freshest context
- โ 91% noise filtered before it ever reaches your agents

Agents powered by the best models, grounded in real context.
The Sushidata Agent Studio lets you configure AI agents powered by ChatGPT 5.1, Claude, Gemini, Gemma 4, Kimi, and more. They subscribe to your context feed, filter for what matters, and execute the moment a qualifying signal arrives. No code. No waiting.
- โ Multi-step sequences: prompt โ sequnce โ run
- โ ChatGPT 5.1, Claude, Gemini, Gemma 4, Kimi, Llama 4, and more
- โ Trigger actions in Slack, CRM, email, or your own API
- โ Sub-agents that spawn automatically based on cluster thresholds

Your research hub. Claude & ChatGPT, your thinking partners.
Sushidata aggregates signals from Discord, Reddit, Gong, Slack, and the open web into one structured context layer so when you open Claude or ChatGPT, you're not starting from scratch. Reference your Sushidata research directly in any LLM conversation for grounded, high-context analysis your whole team can act on.
- โ Keep all research in Sushidata, reference it in any AI chat
- โ Claude and ChatGPT produce better answers with structured context
- โ Export digests as structured JSON to feed any LLM workflow
- โ One source of truth. No copy-pasting across scattered docs


Your analyzed data lake. Trends, patterns, and insights at a glance.
Sushidata transforms raw signals into rich analytical visualizations. See competitive trends over time, spot market patterns your team would miss, and understand sentiment shifts across your entire data lake in real-time dashboards powered by advanced analytics.
- โ Multi-format analysis: time-series, top users
- โ Instant discovery of trends you can't see in raw data
- โ Anomaly detection surfaces unexpected market shifts
- โ Export insights as reports or feed directly into your agents
Everything your agents need
to reason at full context.
Real-time context streaming
Agents subscribe to a live context stream rather than batched exports. When a signal arrives, your agent knows within seconds.
Semantic clustering
AI groups signals into meaningful themes automatically. No manual tagging, no static categories.
Event-driven agent triggers
Define thresholds like volume, sentiment, and urgency, then let agents fire automatically the moment conditions are met.
One-click integrations
Push structured context directly into HubSpot, Salesforce, Slack, Notion, or any tool via webhooks.
Hallucination reduction
Grounding agents in structured, verified context dramatically reduces LLM hallucinations.
Context API
Expose your aggregated context layer to any external agent or LLM via REST API.
Agents plug into the tools
your team already uses.
Community platforms, internal tools, ad transparency libraries, and SEO data - all accessible to your agents out of the box.
Discord
Community signals
X / Twitter
Brand & competitor
Slack
Internal & customer
Organic discussions
Gong
Sales call context
Discourse
Forum & support
YouTube
Video & comments
Telegram
Group & channel signals
Inbox intelligence
Intercom
Support conversations
GitHub
Issues & discussions
G2
Review intelligence
Trustpilot
Customer reviews
Luma
Event & community
Google Ads
Ad transparency
LinkedIn Ads
Ad library
Ahrefs
SEO & backlinks
Teams shipping faster
with real context.
"With multimodal AI, Sushidata enables Cloudflare to discover insight and trends in unstructured feedback and report on the findings with integrations to our existing tools. We are delighted how this has helped Cloudflare turn customer feedback into actions that drive product development, precise sales targeting, and nuanced customer support."
"We used to have one person manually reading Discord threads every day to feed our sales team. Sushidata replaced that with an agent that does it around the clock and surfaces patterns a human never would have caught."
Need a high-touch team?
We run your intelligence engine with you.
Sushidata is not just software. Our team can stand up sources, tune signals, and deliver a custom operating cadence for your org. We already work with major agencies that need speed, rigor, and consistency.
Common questions
A context layer is a continuously updated, structured store of real-world signals that your AI agents can query before taking action. Sushidata builds and maintains that layer automatically.
No. Sushidata works in two modes: you can use our built-in agents out of the box (no code required), or you can use our Context API to feed your own custom agents.
We route tasks to the best model for each job: ChatGPT 5.1, Claude, Gemini, Gemma 4, Kimi, Llama 4, and dozens more. Each agent picks the right model for the task.
By providing agents with verified, structured context drawn from real conversations and signals, Sushidata gives them something concrete to reason against.
All data is encrypted in transit and at rest. We are SOC 2 aligned infrastructure (certification soon) and GDPR compliant.
Yes! You can connect up to 3 sources and run your first context agent free, with up to 500 signals ingested per month. No credit card required.
Your GTM stack is missing
its intelligence layer.
Connect your first source, deploy an agent, and start getting competitive intel, growth signals, and VoC insights in under 10 minutes.



