Deductive
Deductive AI is an AI-native SRE platform that uses multi-agent reinforcement learning and a customer-specific knowledge graph to autonomously investigate and resolve production software incidents for engineering teams at technology companies, with deep integrations across the observability and incident management stack.
- Company typePrivate
- Founded2023
- HeadquartersMountain View, United States
- Headcount1–10
- GTM typeB2B
- OfferingSoftware
What Deductive does
Deductive (legally Deductive AI, Inc., Delaware C-corp, headquartered in San Mateo County, California) is an AI-native site reliability engineering platform that autonomously investigates and resolves production software incidents. The company's core product is a multi-agent AI SRE system that builds a per-customer knowledge graph connecting codebase, telemetry (logs, metrics, traces), engineering discussions, and deployment history. Multiple AI agents work in coordination, powered by reinforcement learning, to test hypotheses, gather evidence, and converge on root causes — using Bayesian inference to rank competing explanations under uncertainty. The platform integrates natively with the observability and incident management stack (PagerDuty, Slack, Datadog, Elastic, Grafana/Loki/Tempo, Sentry, Splunk, GitHub, Temporal) and exposes MCP-based connections to AI coding agents (Cursor, Claude).
Deductive served engineering and SRE teams at technology companies as a horizontal platform, with named enterprise customers including DoorDash (Ads Platform), Foursquare, Kumo AI, and Apoha. Documented outcomes include 40–60% reductions in mean time to resolution, 90% faster Spark job diagnosis at Foursquare, and over 1,000 engineering hours saved annually per large deployment. The business model was enterprise SaaS subscription (annual billing, quote-based pricing) with both cloud and self-hosted deployment options.
Founded in 2023 by Rakesh Kothari (CEO, ex-ThoughtSpot) and Sameer Agarwal (CTO/CPO, ex-Databricks, UC Berkeley Ph.D., creator of BlinkDB), Deductive raised a single $7.5 million seed round in November 2025 at a $33M pre-money valuation, led by CRV with Databricks Ventures, Thomvest Ventures, and PrimeSet. The company was acquired by Elastic (NYSE: ESTC) in June 2026 for up to $85 million — an 11x return on invested capital — prior to raising a Series A.
Deductive firmographics
Firmographics- Name
- Deductive
- Legal name
- Deductive AI, Inc.
- Website
- https://www.deductive.ai
- Company type
- Private
- Founded year
- 2023
- Operating status
- Acquired
- Headcount range
- 1–10 employees
- Short description
- Deductive AI is an AI-native SRE platform that uses multi-agent reinforcement learning and a customer-specific knowledge graph to autonomously investigate and resolve production software incidents for engineering teams at technology companies, with deep integrations across the observability and incident management stack.
- Ownership category
- akta.pro rank
Deductive industry classification
Industry- Product category
- AI Site Reliability Engineering Software
- NAICS
- Computer Systems Design and Related Services (5415), Scientific Research and Development Services (5417)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Programming Services (7371), Services-Computer Programming, Data Processing, Etc. (7370)
- akta.pro primary industry
- Observability, Monitoring & AIOps (BPAEAKAG)
- akta.pro secondary industries
- Site Reliability Engineering (SRE) & Reliability Operations (BPAEAKAD), Incident Response, On-Call & Operational Readiness (BPAEAKAL), Service Reliability Engineering (SLO/SLI) & Reliability Analytics (HDABAJAL), Site Reliability Engineering (SRE) & Resilience Engineering Tooling (HDABAIAE)
Keywords
Where Deductive is headquartered
LocationHeadquarters
- HQ city
- Mountain View
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
Deductive business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Infrastructure, Marketing or Sales, Operations
Revenue model
- SaaS Subscription: Subscription-based SaaS model with subscription terms defined in service agreements. Offers both cloud-based SaaS and on-premises deployment options. Revenue generated through annual or multi-year subscription contracts.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Annual | Enterprise SaaS subscription with custom pricing |
Go-to-market motion1 record
Distribution channels1 record
Marketing channels3 records
Deductive product offering
Product offeringCore offering
Deductive provides an AI-powered Site Reliability Engineering (SRE) platform that autonomously investigates, diagnoses, and resolves production software incidents. The platform uses multi-agent reinforcement learning, Bayesian inference, and a continuously evolving knowledge graph to correlate code, telemetry (logs, metrics, traces), and change events to pinpoint root causes within minutes, reducing mean time to resolution by 40-60%. Offered as SaaS or self-hosted deployment to enterprise engineering and SRE teams.
Product overview
Deductive offers a unified AI SRE platform centered on its core AI SRE Agents product, which are built on a proprietary knowledge graph and incident investigation engine. The platform uses reinforcement learning to autonomously investigate production incidents, correlating code, telemetry, and change data to pinpoint root causes within minutes. Key components include: the AI SRE Agents (multi-agent autonomous system), the Knowledge Graph (relationships across codebase and telemetry), and the Incident Investigation Engine (Bayesian inference-based hypothesis ranking). The platform integrates deeply with existing observability and incident management tools and is available via both SaaS and self-hosted deployment models. Pricing is offered on a per-seat or subscription basis as reflected on the pricing page.
Differentiator
Problem solved
Functional benefit
Products and services
- Deductive AI Platform An always-on AI SRE platform that autonomously investigates, troubleshoots, and resolves production incidents by correlating codebase, telemetry (logs, metrics, traces), engineering discussions, and knowledge bases through a multi-agent reasoning system powered by reinforcement learning and Bayesian inference. Delivered as cloud-based SaaS or self-hosted deployment to enterprise engineering and SRE teams, with native integrations for Datadog, PagerDuty, GitHub, Slack, Grafana, Elastic, Splunk, New Relic, Sentry, and 25+ other tools. Reduces mean time to resolution by 40-60% and enables sub-10-minute diagnosis on complex distributed systems.
Quantifiable outcome
- 90% reduction in time to diagnose and resolve Spark job issues (from hours/days to under 10 minutes)
- +5 more outcomes
Companies that use Deductive
Customer profileNamed customers4 records
Segments1 record
Ideal customer profiles1 record
Deductive technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration29 records
AI capability10 records
Feature6 records
Deductive partnerships and signals
Strategic signalPartnerships
Eight partnerships are on record, tiered core.
- GitHubcoreDeductive integrates with GitHub for code, deployments, and configuration context. The integration provides visibility into recent commits, pull requests, and code changes that may have triggered incidents.
- SlackcoreDeductive integrates with Slack for on-call collaboration and feedback loops. Engineers receive incident analysis directly in Slack and can provide real-time feedback through 'Helpful' or 'Not Helpful' responses.
- PagerDutycoreDeductive integrates with PagerDuty for incident management, automatically triggering investigations when alerts fire and routing findings to on-call engineers.
- DatadogcoreDeductive integrates with Datadog for metrics, traces, and application performance monitoring. However, Datadog cut off Deductive's access in December 2025 after alleging violation of the master subscription agreement.
- ElasticcoreDeductive integrates with Elastic (Elasticsearch, OpenSearch) for log analysis and observability. In June 2026, Elastic agreed to acquire Deductive AI for up to $85 million.
- GrafanacoreDeductive integrates with Grafana (Prometheus, Tempo, Loki, Grafana Alloy) for metrics, traces, and logs. After being cut off from Datadog, Deductive migrated its own observability to a Grafana Cloud stack.
- OpenTelemetrycoreDeductive supports OpenTelemetry for vendor-neutral observability instrumentation across logs, metrics, and traces.
- TemporalcoreDeductive integrates with Temporal.io for ML training workflow tracing, correlating workflow graphs with telemetry from Grafana and Loki to diagnose failures in multi-step training workflows.
Scale indicators8 records
Recent moves7 records
Expansion highlights5 records
Deductive competitors and assessment
Company assessmentBroad incumbents
- Splunk (Cisco): Splunk is an enterprise observability, log analytics, and AIOps platform with growing AI-assisted incident analysis features — a broad incumbent that competes with Deductive across log-based root cause workflows.
- PagerDuty: PagerDuty is the leading incident management and on-call platform, integrating with monitoring tools to alert and route responders — a broad incumbent that Deductive integrates with but competes against for incident workflow ownership.
- Datadog: Datadog is the dominant cloud observability platform, with Watchdog and Bits AI adding AI-driven anomaly detection and incident summarization — a broad incumbent that competes with Deductive by bundling similar AI-SRE capabilities into its platform.
Direct peers
- BigPanda: BigPanda applies AIOps and machine learning to correlate alerts and accelerate incident root cause analysis for IT operations and SRE teams — overlapping Deductive's positioning of AI-driven incident correlation and hypothesis ranking.
- Rootly: Rootly is an incident management and on-call automation platform built natively around Slack, helping engineering teams triage, resolve, and learn from incidents — comparable to Deductive's incident-response and Slack-native delivery model.
- Moogsoft: Moogsoft is an AIOps platform that applies machine learning to alert noise reduction and incident correlation for SRE and IT operations teams — closely comparable to Deductive's AI-driven incident root cause analysis use case.
- Firehydrant: Firehydrant provides incident response automation, retrospectives, and reliability workflows for SRE and platform engineering teams — overlapping Deductive's incident response, on-call, and operational readiness capabilities.
- Chronosphere: Chronosphere is a cloud-native observability platform purpose-built for SRE teams managing high-cardinality telemetry and complex microservices — comparable to Deductive in targeting reliability engineering workflows at large scale.
- Honeycomb.io: Honeycomb provides observability and structured event debugging for engineering teams, with a strong focus on helping engineers understand production behavior and quickly isolate causes of failures — directly comparable to Deductive's AI-SRE debugging use case.
- Incident.io: Incident.io is an incident management platform deeply integrated with Slack for declaring, managing, and learning from incidents — directly comparable to Deductive's Slack-native investigation and on-call collaboration flow.
Market position
Strengths1 record
Weaknesses5 records
Competitive moat4 records
Key risks5 records
Key highlights7 records
Customer concentration
Deductive social profiles
Digital presenceDeductive compliance and trust
Trust signalCompliance3 records
Deductive financial estimates
Financial estimateRevenue estimate
Valuation estimate
Deductive leadership team
Management profileNumber of profiles
Profiles9 records
Deductive funding detail
Funding detailFunding overview
Funding rounds1 record
Investors4 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Deductive M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Deductive
What does Deductive do?
Deductive provides an AI-powered Site Reliability Engineering (SRE) platform that autonomously investigates, diagnoses, and resolves production software incidents. The platform uses multi-agent reinforcement learning, Bayesian inference, and a continuously evolving knowledge graph to correlate code, telemetry (logs, metrics, traces), and change events to pinpoint root causes within minutes, reducing mean time to resolution by 40-60%. Offered as SaaS or self-hosted deployment to enterprise engineering and SRE teams.
Is Deductive a public or private company?
Deductive is a private company. It is classified as corporate owned and is currently acquired.
When was Deductive founded?
Deductive was founded in 2023. It employs 1 to 10 people.
Where is Deductive based?
Deductive is headquartered in Mountain View, United States, in the North America region.
How does Deductive make money?
One revenue line is on record: saaS Subscription.
Who are Deductive's main competitors?
Broad incumbents on record are Splunk (Cisco), PagerDuty and Datadog. Direct peers are BigPanda, Rootly, Moogsoft, Firehydrant, Chronosphere, Honeycomb.io and Incident.io.
Does Deductive have an API?
Yes. Deductive provides a public-facing API and SDK for integrating with its platform. Documentation is available at docs.deductive.ai, which covers integration endpoints, authentication methods, and configuration options. The platform also supports MCP (Model Context Protocol) integration, notably with Cursor, enabling direct integration of Deductive's reasoning capabilities into AI coding workflows. Developer documentation is at docs.deductive.ai.
What industry is Deductive in?
Deductive's product category is AI Site Reliability Engineering Software. Its primary akta.pro industry code is BPAEAKAG, Observability, Monitoring & AIOps, with a secondary code of BPAEAKAD, Site Reliability Engineering (SRE) & Reliability Operations. Its NAICS code is 5415 and its SIC code is 7372.