READING CODE

Your code already knows your business.

Abiktop scans your code, database structures and infrastructure, and links them to business rules and needs — turning them into a living corporate memory.

No spam. One email when we launch.

A view of the four architecture layersNeeds and business rules linked to code, data and infrastructureBUSINESSrules · actors · servicesrefund > 30 daysAPPLICATIONservices · classes · methodsRefundService.approve()DATAschemas · tables · bucketsrefund_rules.sqlTECHNOLOGYterraform · kubernetes · citerraform/aws/eks.tf

Needs and business rules linked to code, data and infrastructure

THE PROBLEM

Software knowledge goes stale the moment it's written down

Every organization pays the price of not knowing how its own system works: outdated documentation, questions left unanswered for weeks, and releases you can only hope won't break anything.

Documentation accuracy over timeHand-written documentation goes stale after the first missed update. Knowledge regenerated from code with Abiktop doesn't.ACCURACY100%50%006 mo12 moTIME →Abiktop · refreshes whenever you askhand-updated docs

Hand-written documentation goes stale after the first missed update. Knowledge regenerated from code with Abiktop doesn't.

ProblemGain
  1. Documentation that doesn't reflect reality

    The diagram was drawn at kickoff. Outdated by sprint three, history by year two. Nobody trusts it, so nobody updates it.

    Always-current knowledge

    Documentation is regenerated from code based on triggers you define — it isn't a page someone has to update by hand.

  2. Manual impact analysis

    “What breaks if we change this function?” means days of scanning code and — if they still exist — talking to the two people who remember how it works.

    Answers in minutes, not weeks

    “Which services touch the refund flow?” is answered instantly — no hours spent searching through code, documentation, emails and chat logs.

  3. Lost corporate memory

    How the system really works lives in the heads of a few senior employees. When one leaves, the knowledge leaves too — rediscovering it can take months.

    Fast onboarding

    New hires learn from the system's living map instead of relying on word of mouth.

  4. Unanswered questions

    “Where does customer data live, who can access it, and who updates it?” Unanswered questions turn bug fixing and audits into a fire drill.

    Audit-ready

    Every run is versioned. See exactly what the knowledge looked like on any date.

  5. Recurring AI costs

    Every “how does this work?” question sends the entire codebase to the AI again — paying the same cost over and over. Abiktop builds the graph only when triggered by rules you define — every commit, every release, or with a single click. Answers come from the graph; the code is never re-read each time.

    Your code stays yours

    Secrets are masked before anything is stored; the AI reads the graph — never your raw source code.

  6. Fingers-crossed releases

    Nobody can say what a change will affect before release, so every release depends on luck not to break something.

    Safer changes, calmer releases

    Impact analysis runs in CI before release — not in production after deployment.

HOW IT WORKS

From source code to a queryable corporate brain

  1. SCAN

    java · ts · sql · tf · k8s

    Reads the code and infrastructure.

  2. KNOWLEDGE

    AI model

    Extracts the business rules.

  3. LINK

    Business · App · Data · Infra

    Connects the four layers.

  4. UPDATE

    CI · bidirectional

    Flags code with no matching business need. Updates code and infrastructure where it matters. Adjusts code to match the need.

Triggered by every commit, merge, release, or a rule you define.

IMPACT ANALYSIS

See a change's impact before production does

See a change's impact before production doesOne rule change spreading across the four layersrefund > 30 daysCHANGEDSearchService.index()RefundService.approve()BillingService.charge()users_tblrefund_rules.sqls3: assetsterraform/aws/eks.tf
  • CHANGED
  • Impact area
  • Unaffected

One rule change spreading across the four layers

THE FOUR LAYERS

A living enterprise architecture

Business

Rules, actors and business services — extracted with AI and confidence-scored.

Application

Services, classes, methods, message queues and service calls.

Data

Schemas, tables, storage and external integrations.

Technology

Servers, cloud providers, Terraform, Kubernetes, Docker and CI/CD.

MCP & INTEGRATIONS

Accessible corporate memory

Your intelligent knowledge base, inside the AI tools you already use. One MCP server covers Claude Code, OpenCode, Cursor and VS Code and others...

  • Safe access
  • No LLM call
  • MCP server per tenant

Consistent access to knowledge

Access to knowledge without access to source code. Answers come with references.

  1. search_graphSearch the knowledge by keyword.
  2. get_nodeShow related knowledge nodes and code links.
  3. get_journeyFollow a flow: actor → service → code → table.

Editors

  • Claude CodeSupported
  • OpenCodeSupported
  • CursorSupported
  • VS CodeSupported

Publishing

  • MarkdownSupported
  • NotionSoon
  • ConfluenceSoon
  • SharePointNot planned yet
  • Google DocsNot planned yet

SUPPORTED TECHNOLOGIES

Works with your current stack

9supported6soon14not planned yet
Works with your current stack
TechnologyLayerStatusRequest
Knowledge base1 / 6
MarkdownL1BusinessSupported
NotionL1BusinessSoon
ConfluenceL1BusinessSoon
MediaWikiL1BusinessNot planned yet
SharePointL1BusinessNot planned yet
Google DocsL1BusinessNot planned yet
Code3 / 9
TypeScriptL2ApplicationSupported
JavaScriptL2ApplicationSupported
React / JSXL2ApplicationSupported
PythonL2ApplicationSoon
JavaL2ApplicationSoon
PythonL2ApplicationNot planned yet
C# / .NETL2ApplicationNot planned yet
GoL2ApplicationNot planned yet
KotlinL2ApplicationNot planned yet
Database4 / 7
PostgreSQLL3DataSupported
MySQLL3DataSupported
SQLiteL3DataSupported
OracleL3DataSupported
RedisL3DataSoon
MongoDBL3DataNot planned yet
SnowflakeL3DataNot planned yet
Infrastructure as code1 / 7
DockerL4TechnologySupported
KubernetesL4TechnologySoon
TerraformL4TechnologyNot planned yet
HelmL4TechnologyNot planned yet
PulumiL4TechnologyNot planned yet
AnsibleL4TechnologyNot planned yet
CloudFormationL4TechnologyNot planned yet

New connectors ship with every release — vote on “Soon” rows to help decide what should come next.

CONTACT

How can we help?

One monorepo or a huge legacy estate; one repo or two hundred — tell us about your codebase and we'll show you what Abiktop can map.