Operating map
    for AI transformation

    Map how your company actually works. See which steps AI can take over. Get specific recommendations for AI tools and agents with prices, timelines, and a plan for getting there.

    Try it

    Process mapping beta is live. Watch the demo

    Lack of visibility

    How the company actually operates lives in many heads at once, and planning the move to AI is hard without that picture in one place.

    Tools add up

    Teams try different tools for individual tasks. Subscriptions and token bills accumulate quietly, and the total is hard to see from anywhere.

    Prompt, buy, or build?

    Prompting, an AI tool, or a custom agent? Each has trade-offs in speed, cost, and maintenance. To choose right, you need to see the benefit, timeline, and cost side by side.

    The full picture
    for a transition plan

    Watch the full demo →
    Step 01

    Interviews

    Our AI agents run short structured interviews with your team. What tasks people do, how long they take, how often they repeat, what tools they use now, and what the pain points are.

    Processes are mapped as the interview goes, so you can review and adjust in real time.

    Guided Interview
    What is this process called?
    Customer feedback processing
    What triggers it to start?
    A customer email lands in our support inbox
    Walk me through the steps from start to finish
    First I check if it's actually feedback, then extract the main points and pull up the customer in Salesforce...
    Step 02

    Mapping

    The agents turn conversations into a granular map of your operations: workflows, dependencies, bottlenecks, handoffs, and day-to-day reality across teams.

    Any activity can be described as a process. It all lives in people's heads. We just collect the full picture.

    PM Customer Feedback
    Phase 1
    Intake
    2 steps
    Phase 2
    Analysis
    2 steps
    Phase 3
    Prioritize
    2 steps
    Phase 4
    Response
    2 steps
    Phase 5
    Action
    3 steps
    Customer email received
    PM
    Gmail, Front
    Receive email
    5 min · Ongoing
    IN Incoming email
    OUT Email in inbox
    Email in inbox
    PM
    Gmail
    Identify as feedback
    3 min · Ongoing
    IN Email content
    OUT Classified email
    Email classified as feedback
    Notion
    Extract feedback content
    10 min · Ongoing
    OUT Structured data
    Salesforce
    Enrich with CRM data
    8 min · Ongoing
    OUT Customer profile
    Notion
    Tag and categorize
    5 min · Ongoing
    OUT Tagged feedback
    Notion
    Deduplicate & cluster
    10 min · Ongoing
    OUT Clustered data
    Feedback clustered
    Spreadsheet
    Quantify impact
    15 min · Ongoing
    OUT Impact score
    Jira
    Link to roadmap items
    10 min · Ongoing
    OUT Linked roadmap
    Feedback linked to roadmap
    Gmail, Front
    Reply to customer
    10 min · Ongoing
    OUT Ack email sent
    Slack, Notion
    Share with stakeholders
    20 min · 2x/month
    OUT Briefing sent
    Gmail, Front
    Close the loop
    10 min · 2x/month
    OUT Closure email
    Feedback loop closed
    Step 03

    Recommendations

    Anyone can write an agent for anything now. The real question is whether you should. We show three options: teach your team the right prompts, adopt an existing SaaS tool, or build a custom agent.

    Each with real pricing, timeline, and ROI estimation.

    Prompts → Tools → AgentsReal pricing attached
    How AI Can Help
    Overview & ROI
    Tools & Skills
    Agents
    ~90%
    Time saved per item
    $5,700
    Monthly savings
    76m → 5m
    Per feedback item
    ~2 mo
    Payback incl. build
    Time per feedback item
    Manual
    76 min
    With tools
    36 min
    With agent
    5 min
    Example: 80 feedback items/mo at a $60/hr loaded cost · current tool & model pricing
    C
    Claude Pro — Triage & replies
    Identify feedback, draft acks
    $20/seat
    −11 min
    P
    Productboard — Feedback hub
    Tag, dedup, quantify, link roadmap
    $20/maker
    −19 min
    F
    Front — Routing rules
    Auto-route feedback · your stack
    $0 · config
    −4 min
    S
    Claude × Salesforce
    Pull customer context · your CRM
    included
    −6 min
    PM Feedback Agent
    claude-sonnet
    Email TriageExtractionCRM EnrichmentTaggingImpact ScoreRoadmap LinkCustomer ReplyReporting
    80
    runs/mo
    42K
    input tokens
    3.4K
    output tokens
    ~$14
    monthly token cost
    6-8 wks
    to production
    Single Agent + Tool Use • 11 steps replaced • 8 skills
    Step 04

    Transition plan

    Based on the option you choose, we show how the process changes: what stays manual, what becomes fully automated, where you need a human in the loop.

    A phased roadmap, not a wishlist.

    Transition Roadmap
    Task
    W1
    W2
    W3
    W4
    W5
    W6
    W7
    W8
    W9
    W10
    Prompts — immediate wins
    ✓Claude: email triage
    $20/mo
    ✓Claude: draft replies
    included
    Tool adoption — integrate & configure
    ►Front routing rules
    $0 · config
    ►Claude × Salesforce
    included
    ►Productboard setup
    $20/maker
    Agent build — after tools are running
    •PM Feedback Agent
    120 hrs · 1 engineer
    •Testing & rollout
    QA
    W1
    first results
    $40
    tools/mo/seat
    ~$14
    agent tokens/mo
    10 wks
    to full automation
    Step 05

    Implementation guides and agent specs

    Get step-by-step guides for adopting recommended tools and detailed agent specifications generated from your actual processes.

    Specs are grounded in how your team works, not generic templates. Hand them to your engineering team or a vendor and start building.

    Agent Spec
    agent: PM Feedback Agent
    model: claude-sonnet
    trigger: new_email_received
    autonomy: propose_and_confirm
    # Tool integrations
    tools:
    - gmail.read
    - gmail.draft
    - salesforce.read
    - productboard.link
    - slack.notify
    confidence_threshold: 0.85
    runs_per_month: 80
    est_cost: $14.20/mo
    # Decision logic
    on_low_confidence:
    action: escalate_to_human
    channel: slack.#product-feedback
    skills:
    - email_triage
    - extraction
    - impact_scoring
    - customer_reply
    # + 4 more skills
    input_tokens_per_run: 42,000
    output_tokens_per_run: 3,400
    Step 06

    Monitoring

    We stay with you through the transition. Follow-up interviews at your chosen cadence track what's been adopted, what's working, and what needs adjusting.

    Each round updates your process maps and recommendations so the plan evolves with your team.

    Transition Progress
    Follow-up round 2
    8 interviews completed
    4 of 5 adopted
    Time saved
    12.5 hrs/wk
    Cost reduction
    $3,200/mo
    Next review
    May 15
    AI agents are not the only answer. Sometimes the right prompt is enough. Sometimes an existing tool does the job. Building a custom agent only makes sense when the ROI is clear.

    And the map is not a document you file away. It stays live, because the AI agents you deploy later need the same answers your team does: what this process is, where it ends, who owns the next step, and where a human still has to sign off.
    Today

    Process mapping. AI-guided interviews and a connected map of processes, roles, systems and hand-offs, live in beta.

    How we know
    what to recommend

    Process mapping methodology

    From high-level operations down to granular steps in the processes that make the most sense to automate first.

    AI tools database

    A database of AI tools for business tasks, with reviews, prices, and use cases we have checked ourselves.

    AI agent skills database

    A growing database of AI agent skills with install counts, rechecked as tools come and go.

    Consulting partnerships

    Consulting teams run kawaru on their own client engagements, and that work feeds straight back into the recommendations. When a transition needs hands-on help, we bring in partners who do it for a living.

    Start free
    Map your first process

    See how your team works and where AI would actually help. The mapping is open in beta, free, and takes about fifteen minutes per process.

    Consulting team, or mapping more than one department? We are running guided pilots with a limited number of design partners. Write to hello@kawaru.ai.