The hard tickets - the ones that need code, data, billing history, and judgment - get fully investigated before a human ever sees them. Your senior people stop being the bottleneck.
Kai Resolve reads the conversation, finds what is missing, and checks MCP tools, APIs, source code, read-only databases, and connected systems in parallel. It assembles the context a skilled engineer would usually gather by hand.
Reads your real systems, not just the ticket
Connect GitHub, GitLab, or Bitbucket in read-only mode. Kai Resolve can inspect recent code paths, account state, payments, CRM data, and ticket history before deciding what should happen next.
Issues refunds, updates accounts, and retries flows when permissions allow, with a full audit trail.
Pulls humans in for judgment
Creates a Gleap Inbox Task for the right human, waits for completion, then continues the workflow.
Leaves an audit trail
Every decision logged. Every API call traced.
Every past ticket becomes memory
Find the resolution your team already proved once.
Kai Resolve scans your ticket history for similar cases, compares what worked before, and pulls the winning resolution into the current investigation instead of starting from zero.
Bugs to Kai Code. Feature gaps to Kai PM. Humans only when needed.
Confirmed code defect? Kai Code gets the dossier. Product gap? Kai PM gets the evidence. Safe operational issue? Kai Resolve acts. Human judgment? It creates an Inbox Task and continues when done.
Transaction Network Services highlights Gleap’s turnaround on new feature requests as part of reducing errors in the product.
Martin Hardman
Transaction Network Services
Jobs Kai Resolve can take off your queue
A safe action, a human approval, or a handoff with the facts already attached.
01
Refund approvals
Kai Resolve confirms the duplicate charge in Stripe and creates an Inbox Task for your billing lead. Once approved, Kai Resolve issues the refund and closes the ticket.
02
Subscription changes
High-value account changes require human sign-off. Kai Resolve drafts the proposed action as an Inbox Task and routes it to the right owner.
03
Data deletion requests
For GDPR deletion requests, Kai Resolve compiles the targets across systems, creates a human approval Task, then executes deletion auditably.
What Kai Resolve can investigate
The ticket, the tools, the account, the code path, and the history behind it
Code repositories
GitHub, GitLab, Bitbucket. Read-only source access to inspect files, recent commits, and the relevant code path.
MCP tools
Calls approved MCP tools and connected apps to gather facts before choosing the next agent or human Task.
Historical tickets
Semantic search across every ticket your team has ever closed. Learn from every resolution.
Kai Resolve is Gleap's AI support investigator for escalated tickets. It takes over when Kai can't resolve a ticket, investigates with MCP tools, source code access, read-only databases, live APIs, and ticket history, then decides the next step: resolve safe operational issues directly, route confirmed bugs to Kai Code, route product gaps to Kai PM, or create a Gleap Inbox Task for a human.
How does Kai Resolve support self-driving software development?
Kai Resolve is the investigation layer in self-driving software development. It turns escalated support tickets into evidence-backed next steps: confirmed bugs go to Kai Code with replay, logs, source context, and impact; product gaps go to Kai PM with customer demand and business context.
How is Kai Resolve different from Kai?
Kai is the first-level support agent that handles the 80% resolvable from your knowledge base - password resets, billing questions, how-tos - in seconds. Kai Resolve handles the hard 20% requiring actual investigation: reading source code, querying read-only databases, checking Stripe or Salesforce, cross-referencing tickets, and taking safe operational actions like issuing refunds. Code changes route to Kai Code.
How is Kai Resolve different from Sierra AI?
Sierra is an autonomous Tier 2 support agent that handles customer conversations end-to-end. But Sierra stops at the support conversation, while Kai Resolve routes confirmed bugs to Kai Code, product gaps to Kai PM, and human-judgment steps to Inbox Tasks. Kai Resolve also investigates with source code, read-only database access, and MCP tools. Pricing: Sierra is enterprise-only with custom contracts ($100K+/yr); Gleap Pro is $299/mo when billed annually, with Kai Code and Kai Resolve included. AI usage is billed by actual tokens and selected model. See the Sierra alternative.
How is Kai Resolve different from Decagon?
Decagon is an enterprise-tier autonomous AI agent platform focused on the support conversation layer. Kai Resolve goes further: it investigates with source code, read-only databases, MCP tools, and connected systems, takes safe operational actions like Stripe refunds or Salesforce updates, and routes confirmed bugs to Kai Code for self-driving development. Decagon contracts typically start at $50K-$200K/year; Gleap Pro is $299/mo when billed annually, with Kai Code and Kai Resolve included. AI usage is billed by actual tokens and selected model. See the Decagon alternative.
Can Kai Resolve access my source code and databases?
Yes. Kai Resolve connects to GitHub, GitLab, and Bitbucket and reads relevant files during investigation. It can also query approved read-only databases and MCP tools. The investigation layer is read-only for code and databases - writes happen through Kai Code when a code fix is needed, or through explicit operational permissions for systems like Stripe.
What does Kai Resolve do when it can't resolve a ticket?
It routes the work based on what the investigation proves: confirmed bugs go to Kai Code with session replay, console logs, reproduction steps, and relevant code context; feature gaps go to Kai PM with customer tier, business impact, and historical demand data; genuinely human-judgment cases become a Gleap Inbox Task with a complete investigation dossier and a recommended next step. When the Task is done, the agent continues the workflow.
What are Gleap Inbox Tasks?
Tasks are a new Inbox item type for human-in-the-loop work. Kai Resolve creates a Task when it needs a human to approve, decide, or perform one specific step. The human completes the Task inside Gleap, and the agent picks the workflow back up with the result instead of dropping the conversation.
How is Kai Resolve priced?
Kai Resolve is included on Pro ($299/mo annual, $359/mo monthly) with unlimited team seats. Investigation usage is billed by actual tokens and the selected model, so deeper investigations cost more than simple routing decisions. Enterprise can use custom SLAs, dedicated infrastructure, and custom AI usage terms. See pricing.