HRobo
AI / TALENT MANAGEMENT04

Shining a light on
hidden contributions with "HRobo"

An AI agent that reads each person's work — buried in your Slack and Teams —
and turns it into a "talent report."

The team grows, remote work gets mixed in, and one person can no longer grasp it all. From your daily communication, HRobo surfaces the "quiet supporters," the "early signs of hard-to-voice unease," and the "unnoticed strengths" — each with its evidence.

BETASome features are still in development on our roadmap. We welcome early adoption and inquiries.
HRobo data flow: Slack / Teams / email → HRobo → evidence-backed report

ARCHITECTURE

Our vision for building a competitive foundation

Every IPLoT product and service takes a place in this shared OS of competitive strength. HRobo covers the highlighted part (Structured-UI layer + Knowledge layer + Activity-DB layer + Agent layer).

People / frontlineSystems, sensors, etc.WorkChat, meetings, tasks, docsReview & correctInspect AI proposals & memoryStructured-UI layerKnow-how stored as structure= window for human reviewBusiness systemsProject managementBI reportsUse existing or in-house systems▶ Business systems / management tools / BIKnowledge layerCriteria, steps & casesActivity records × human abstraction= what the AI is taught▶ Rules / manuals / trainingAPI / data integrationActivity-DB layer= business DBs, core systems, etc.Chat, tasks, meeting recordingsunified into one DB= record of human activity▶ Chat / meetings / tasks / documents▶ Orders / customers / inventory dataReferenced as evidenceAgent layerUses knowledge to support workA retrieval agent supplies the AIwith what the context needsUpdated around activity & tools▶ Search / answer / monitor / create① Data flows in just by working (auto)② Review & correct③ Abstract & verbalize④ Turn into prompts

How IPLoT supports this model

The areas covered by each IPLoT product and service within the model above.

LayerProducts & services in charge
Structured-UI layer (the window)Brain Pro / Shiftly / System development
Knowledge layer (what AI is taught)iPro Manual / AI Strategist Training / Knowledge Loop Consulting
Activity-DB layer (store the data)AI Data Analysis / Yomitoru-kun / Kakikomu-kun / Wholesale core system
Agent layer (where AI acts)IPRO-kun / Menta-kun / System development
Designing & applying the whole structureIT consulting (overall design) / HRobo (all layers for HR & talent) / Knowledge Loop Consulting (full rollout)

HRobo covers: Structured-UI layer + Knowledge layer + Activity-DB layer + Agent layer

PROBLEM

Before management can no longer keep up

The team grows, remote work mixes in, and the half-yearly cycle can't capture it all. Many organizations hit the very same wall.

01

You can't see who's doing what

The team grows, and remote work gets mixed in. There's no longer anyone who can grasp the full contents of every single person's work.

02

The hard-to-voice unease never reaches you

Grievances people don't say out loud, and the quiet signs of mounting workload. They don't come up even in 1on1s — and by the time you notice, the disengagement has already begun.

03

Once every six months is already too late

Half-yearly review cycles can't keep up with how people and organizations change. The moment you want to make a call, the basis for it isn't there.

04

The quiet supporters fall through the evaluation cracks

Only the loud voices stand out, while the contributions of those quietly keeping the organization running never make it into the data.

WORKFLOW

From scattered HR information to a unified profile.

Centralize dispersed histories, skills, and evaluations to enable data-driven placement and development.

hrobo AS-IS / TO-BE comparison
Building talent reports out of everyday communication

The ones who don't raise their voice
are the ones keeping the organization running.

ABOUT

What is HRobo

HRobo is a talent management solution that connects to Slack, Teams, and email and reads each member's work as a "talent report."

Without forcing new work on the frontline, it surfaces the normally-invisible contributions, strengths, and early signs of unease from the words already exchanged in the course of work. Reports organize "recent topics," "strengths," and "signs worth watching" per observation axis. They update automatically on any cycle from daily to monthly, and can be generated manually whenever you need.

Every statement always carries a link back to the message it's based on. That's why it becomes shared reference material for dialogue — material you can even show to the person themselves.

WHAT'S IN A REPORT

What is a talent report

A compilation of "strengths," "recent topics," and "signs worth watching" per observation axis, written in evidence-backed prose. Key statements come with links back to the messages they're based on.

TALENT REPORT

Taro Tanaka

Sales Dept. 1 / Senior Manager

PERIOD

2026.04

─ OBSERVATION 01

Building trust with customers

✎ Note: a "strength" item

In negotiations with major clients, a consistent pattern of anticipating the counterpart's approval process and preparing materials ahead of time[1]. In new-business development, the quality of upfront research is also high[2].

✎ Note: a "recent topic" item

Since mid-April, running 3 new deals in parallel, yet maintaining the frequency of progress sharing[3].

✎ Note: a "sign worth watching" item

Since late this month, reply times to internal members have grown longer than usual. Possible sign of rising workload[4].

─ OBSERVATION 02

Developing junior members

… continues

* Sample display. Actual reports are generated from your observation-axis templates and the messages ingested.

─ COMPONENT 01

A section per observation axis

Organized into independent sections for each observation axis you define. You can use different templates for sales, engineering, and more.

─ COMPONENT 02

Strengths / Recent topics / Signs worth watching

Organized into three perspectives per observation axis. Concrete facts that numeric scores alone can't show are added in prose.

─ COMPONENT 03

Evidence links on key statements

Statements worth noting carry [1][2] markers, and one click takes you to the original Slack or Teams message. You can always trace "why it was written that way."

─ COMPONENT 04

Period snapshots

On any cycle from daily to monthly, the person's profile for that period is saved as a snapshot. You can go back through time and see how things changed.

POINT

HRobo's 3 core capabilities

HRobo's three core capabilities: organizing facts / talent reports / supporting dialogue
01

TALENT REPORT

Putting each person, one by one, into words

Connecting to Slack, Teams, and email, HRobo reads each observation axis for "recent topics," "strengths," and "signs worth watching," and continuously compiles them into a talent report.

  • Organize topics, strengths, and signs per observation axis
  • Use multiple observation-axis templates across roles and functions
  • Set generation frequency freely from daily to monthly, or generate instantly by hand
  • Cross-cutting views filtered by department, period, and role
talent-report.hrobo / dashboard
Talent report screen
Talent report screen* The screens shown are in development. The actual UI may change.
02

CITATIONS

Always trace why it was written that way

Key statements in a report come with direct links to the original messages they're based on. The moment someone asks "why is it written this way?", you can open the AI's output all the way down to the actual message. It becomes shared reference material for dialogue that you can even show to the person themselves.

  • Jump from a key statement to its original message in one click
  • Transparent design built on the premise of disclosure to the person
  • Accountability for AI output guaranteed at the design level
  • Answer "why?" instantly when asked
citations.hrobo / quote-trace
Citation trace screen
Citation trace screen* The screens shown are in development. The actual UI may change.
03

TALENT SEARCH

"Do we have someone like this?" — in natural language

"Someone with strong sales skills who's also been involved in developing junior staff" — just ask in your everyday words and you get candidates along with the reasons and the supporting statements behind them. You can keep narrowing down with additional conditions as you look at the results. Leadership can query internal talent data directly.

  • Write your conditions in everyday words and get candidates with reasons
  • Keep narrowing down with extra conditions as you view the results
  • For finding new-business leads and successor candidates
  • Decision-makers can search internal talent themselves
search.hrobo / natural-language-query
Natural-language search screen
Natural-language search screen* The screens shown are in development. The actual UI may change.

─ MANIFESTO

The one who decides
is always a person.

All HRobo does is organize the words.
A person always stands at the place of judgment and dialogue.
The AI merely prepares the shared reference material opened there.

FRAMEWORK

Observe along axes set by your own yardstick

Your evaluation system, competency model, and behavioral guidelines can be dropped straight into observation-axis templates.

─ FULLY CUSTOMIZABLE

Observe your people in your own words.

Define observation axes freely per role and function

Reflect role-specific axes directly in the AI — "building trust with customers" for sales, "the rationale behind tech choices" for engineers, "proactive support" for CS, and so on.

Reflect your existing evaluation system as is

Bring your values, grade system, behavioral guidelines, and competency model straight in as observation-axis templates.

Add, remove, and edit axes anytime

Continuously tune your observation-axis templates as your organization and strategy change. Whether it's a half-yearly review or adjustments while operating, it's all up to you.

Adjust weighting and observation periods

Flexibly set the importance of each axis and the period under observation. You can also use separate templates per role, position, and stage.

─ BASE TEMPLATE

As a base template, we also provide METI's "Fundamental Competencies for Working Persons" — 3 abilities and 12 elements. If you're unsure where to start from scratch, you can begin here and add your own axes.

ACTION

The ability to step forward

~Persistence even in the face of failure~

  • Initiative

    The drive to take things on proactively

  • Influence

    The ability to engage and rally others

  • Execution

    The ability to set goals and act on them reliably

THINKING

The ability to think things through

~Questioning and thinking things through~

  • Problem-finding

    The ability to analyze the situation and surface goals and issues

  • Planning

    The ability to map out and prepare a problem-solving process

  • Creativity

    The ability to generate new value

TEAMWORK

The ability to work in a team

~Cooperating with diverse people toward a shared goal~

  • Communication

    The ability to convey your opinions clearly

  • Active listening

    The ability to listen carefully to others

  • Flexibility

    The ability to understand differences in views and positions

  • Situational awareness

    The ability to understand your relationship with those around you

  • Discipline

    The ability to follow rules and keep commitments to others

  • Stress control

    The ability to deal with the sources of stress

Source: METI, Fundamental Competencies for Working Persons

USE SCENES

Where it's being used

HRobo reports are opened across all kinds of internal settings as shared reference material for judgment and dialogue.

01

Prepping for a 1on1

Read through the "recent topics" and "signs worth watching" in the report before heading into a 1on1. Because you can see what to ask beforehand, the quality of the conversation changes.

02

Discussing placement and promotion

Ask in natural language whether "there's an internal candidate for the next business lead." Decision-makers can touch the talent data directly, right in the meeting room.

03

Supporting the growth of new managers

Make the "observing your members" that veterans did implicitly visible as a report. New managers can learn what to focus on in their first few months.

04

As reference material for review meetings

For organizing the facts before sitting down with the person. HRobo doesn't make the call — it provides shared reference material that supports the discussion in the room.

05

Putting hiring requirements into words

Define "the kind of person your current organization is missing" from internal data. It raises the precision of your hiring persona design and the briefs you give to agencies.

06

Catching attrition signals early

A drop in message volume, thinning relationships, a shift in tone. "Signs worth watching" quietly surface in the report. You can design opportunities for dialogue earlier.

STEP

How to get started

Just pick from a template or design your own observation axes. With the product alone, you can be operating as soon as the same day.

STEP 0130 min+

Design your observation axes in-house

Pick from the prepared templates, or define your own evaluation system and competency model directly as observation axes. In as little as 30 minutes, you can reflect your own yardstick in the AI.

STEP 025 min

Just connect your business tools and you're live

Simply connect Slack / Teams / email. Reports start accumulating automatically from your daily exchanges. People on the frontline take on no new workload.

STEP 03ongoing

Refine your observation axes as you go

Keep refining your observation axes in-house while watching the reports. Just update the observation-axis templates as your organization and strategy change. You can keep operating at your own pace with the product alone.

─ OPTIONAL SUPPORT

When needed, IPLoT consultants provide hands-on support

From designing observation axes to refining operations and leading organizational analysis. When you need expert support walking alongside you, IPLoT's HR consultants help as a set. Whether you operate with the product alone or adopt it with a consulting package is yours to choose, to fit your situation.

─ FOR EVERYONE WHO STAYS UNSEEN

Shining a light, backed by evidence,on contributions that go unseen.

SECURITY & TRUST

How we handle your data

HRobo is a tool that handles employee communication. As the premise of trust, we commit to the following.

HRobo's premise of trust: data protection, human judgment, transparency

POLICY 01

Report design you can disclose to the person

Reports are written on the premise that they can be shown to the person themselves. They aren't data to be hidden and hoarded — they're operated as shared reference material for dialogue.

POLICY 02

Credentials stored encrypted

Slack and Teams credentials and message logs are encrypted with AWS KMS and stored separately per company. Your data is managed so that it never mixes with another company's data.

FAQ

Frequently Asked Questions

A

No. HRobo only goes as far as "organizing the facts" and "putting them into words as a talent report." Evaluation calls and personnel decisions are always made by people. Use the reports as shared reference material for judgment in settings like 1on1s and review meetings.

A

HRobo is designed for "organizing facts" and "supporting observation" — the AI never unilaterally makes evaluations or judgments. The scope of referenced information, viewing permissions, and retention periods can all be configured in detail on your side. Data is stored in domestic regions and is never used for external training.

A

Yes, we recommend it. Because the citation feature ties every statement back to its evidence, the reports work as shared reference material in 1on1s and review meetings with the person. They are also effective as a starting point for the person's own career conversations.

A

In principle, no. HRobo draws on the Slack and Teams exchanges that are already happening day to day, so members don't need to open a new tool and enter anything.

A

In addition to everyday business tools like Slack / Microsoft Teams / email / Google Workspace, it can also integrate with major HR systems such as HRMOS, SmartHR, and freee HR. The scope of integration can be expanded in stages to match your operations.

A

It works for organizations from around 30 people up to enterprises with thousands of employees. You can also take a small-start approach, beginning with a few departments and rolling out company-wide as you confirm the impact.

A

You can start operating with observation-axis design (30 minutes and up) and connecting your business tools (about 5 minutes). If you need tuning to match your evaluation system or competency model, or integration with existing systems, you can expect to be in full operation in roughly 2–6 weeks.

A

It varies depending on the number of users, the range of connected systems, and the scope of customization. We offer everything from small-start-friendly plans to comprehensive enterprise plans. Get in touch and we'll provide an estimate tailored to your scale and use case.

Talk to us about adopting HRobo

Contact us

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* A team member will reply within two business days.

Agency partnership

For prospective agency partners

We welcome inquiries about alliances such as partner sales, reselling, and OEM.