Plainsight

StudioBy

After the map, the build.

Plainsight tells you which agents to build. humans.ai builds them. Every audit produces a set of agent templates — customer-shaped, ready to compose. We assemble each one from the right model, the right voice, the right integrations, on the right infrastructure. Then we run them.

Built on

100+ partners across the stack · 1,000+ MCP integrations

Foundation models

AnthropicAnthropicOpenAIOpenAIGoogle GeminiGoogle GeminiMistral AIMistral AICohereCoherexAIxAIInflectionInflectionAI21AI21Meta LlamaMeta LlamaDeepSeekDeepSeekBlack Forest LabsBlack Forest LabsStability AIStability AI

Model gateways

OpenRouterOpenRouterVercel AI GatewayVercel AI GatewayLiteLLMLiteLLMPortkeyPortkey

Inference & hosting

NVIDIA NIMNVIDIA NIMAWS BedrockAWS BedrockAzure AIAzure AIVertex AIVertex AIGroqGroqTogether AITogether AIFireworks AIFireworks AIReplicateReplicatefal.aifal.aiModalModalBasetenBasetenCerebrasCerebrasSambaNovaSambaNovaHugging FaceHugging FaceRunPodRunPodLambdaLambda

Voice, speech, real-time

ElevenLabsElevenLabsCartesiaCartesiaAssemblyAIAssemblyAISpeechmaticsSpeechmaticsRimeRimeHumeHumeVapiVapiRetellRetellLiveKitLiveKitDailyDailyTwilioTwilioBlandBlandResembleResemble

Agent memory

Mem0Mem0LettaLettaZepZepRedisRedisUpstashUpstash

Retrieval & vector

PineconePineconeChromaChromaQdrantQdrantVoyage AIVoyage AIMilvusMilvusLanceDBLanceDBTurbopufferTurbopuffer

Orchestration & framework

MCPMCPLangChainLangChainLlamaIndexLlamaIndexTemporalTemporalMastraMastraInngestInngestTrigger.devTrigger.devRestateRestateCrewAICrewAIBrowserbaseBrowserbase

Observability & eval

LangfuseLangfuseHeliconeHeliconeBraintrustBraintrustLangSmithLangSmithArizeArizeDatadogDatadogMixpanelMixpanel

Customer systems (via MCP)

GmailGmailMicrosoft 365Microsoft 365NotionNotionSlackSlackSalesforceSalesforceGitHubGitHubLinearLinearAtlassianAtlassianJiraJiraZoomZoomAsanaAsanaAirtableAirtableHubSpotHubSpotCalendlyCalendlyCal.comCal.comDocuSignDocuSignFigmaFigmaShopifyShopifyQuickBooksQuickBooksStripeStripeBill.comBill.comPlaidPlaidMercuryMercuryRampRampSnowflakeSnowflakeMongoDBMongoDBDatabricksDatabricks

Plus the long tail of the MCP ecosystem — every public MCP server is one connection away. Custom MCP wrappers for internal systems ship in 1–2 days.

Agent templates

Each audit produces a library.

Three or more ready-to-compose agent templates per audit, scoped to that customer's actual workflows. Reusable patterns join the shared library.

See the source blueprint →
01

Office productivity

Low

Friday deck polish agent

Reformats analyst decks to each partner's preferences with native PowerPoint editing.

Composes from

AnthropicAnthropicMCPMCP

~200 hrs / yr per user; 400+ hrs / yr at team scale

Westmore Partners — Finding 03

02

Finance ops

Medium

Billing reconciliation agent

Daily three-way diff across Bill.com, QuickBooks, and the partner master sheet. Flags discrepancies before Sunday.

Composes from

AnthropicAnthropicMCPMCP

~500 hrs / yr across ops + management

Westmore Partners — Finding 02

03

Revenue ops

High

Partner prospect inbox agent

Gmail triage with vector-indexed prior replies, voice-matched draft generation. Human approval before send.

Composes from

AnthropicAnthropicNVIDIA NIMNVIDIA NIMMCPMCP

~1,500 hrs / yr + $2M continuity risk reduced

Westmore Partners — Finding 01

·

Discovery

Medium

Voice interview agent

Twenty-minute voice interview per team member. Conversational voice with structured post-call extraction.

Composes from

ElevenLabsElevenLabsNVIDIA NIMNVIDIA NIMAnthropicAnthropic

Replaces 6+ hrs of manual discovery per person

Plainsight platform

·

Customer ops

Medium

Inbound classifier

Triages high-volume inbound messages — referral, support, urgent, scheduling — with edge cases escalated to a stronger model.

Composes from

NVIDIA NIMNVIDIA NIMAnthropicAnthropicMCPMCP

10k+ messages / day at production cost

Reusable template

·

Risk & compliance

Medium

Compliance audit agent

LLM-as-judge sampling of every production agent decision. Outliers escalated for human review.

Composes from

NVIDIA NIMNVIDIA NIMAnthropicAnthropicMCPMCP

Required for any production agent rollout

Cross-customer platform

Composition canvas

One agent. The right vendor per node.

The partner prospect inbox agent, composed end to end — classification, retrieval, reasoning, audit, approval, and delivery, each on the runtime that fits.

Partner prospect inbox agentDraft
SelectConnectFit·v0.4
TRIGGERMCP

Gmail inbox event

New inbound email · MCP

CLASSIFYNVIDIA NIM

Referral · Follow-up · New

Llama 3.3 8B · NVIDIA NIM

REASONAnthropic

Draft reply in partner voice

Claude Opus 4.7 · Anthropic

GUARDRAILhumans.ai

Human-in-the-loop review

Partner approves · first 90 days

DEPLOYhumans.ai

Live in partner's Gmail

Queued as draft · logged

EMBEDNVIDIA NIM

Index partner sent mail

NV-Embed-v2 · NVIDIA NIM

RETRIEVEhumans.ai

Most similar prior replies

Vector store · top-k context

TOOLMCP

Lookup contact history

Notion CRM · Calendar · MCP

JUDGENVIDIA NIM

LLM-as-judge audit

Mistral 7B · NVIDIA NIM

Every node is configurable

Model, reasoning effort, tool access, runtime — all per node.

Each agent has a version-controlled composition. We swap models as the foundation layer evolves. The customer keeps the agent; we keep it running.

  • Model selection per node. Pick the right cost / quality / latency tradeoff for each step.
  • Hot-swappable runtimes. A node pinned to one provider can be moved to another without rewiring the graph.
  • Guardrails and approvals. Configurable human-in-the-loop steps on every outbound action.

Selected node

Reason · Draft reply in partner voice

AnthropicAnthropic

Name

Partner-voice draft reply

Instructions

Read the inbound email and the retrieved prior replies. Draft a response in the partner's voice. Match length and tone. Queue as a Gmail draft for partner approval — never send.

Model

Claude Opus 4.7

Reasoning effort

medium

Tools

Gmail · readRetrieval+ add

Output format

Gmail draft

Guardrail

Partner approval

Runtime

AnthropicAnthropic API

Acompany

We map. We build. We run.

Start with an audit. Get a blueprint within a week. The agents follow.

Start with the audit See a live dashboard