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Botpress chatbot analytics for teams that need more than a tile on a dashboard

Botpress chatbot analytics automation that keeps conversations past the retention window and reports resolutions, handoffs and gaps every week

Botpress keeps conversations, messages and events for 90 days and logs for 30, so any history you want beyond that has to be saved by you. BoldBellows records the conversation ID, the day and the integration it ran on before any figure is counted, exports each conversation before the platform's retention window removes it, then reads conversations through the Botpress API with a personal access token held in a configuration variable, pages through them with the next-token cursor, stores each one once with its outcome, handoff flag and topic, counts resolved, escalated and unanswered conversations by the same definitions every week, and sends a short report that lists the questions the agent could not answer. The tiles in the Analytics tab stay useful for a quick look, and the stored history answers the longer questions.

View Pricing

From $1,525, paid once. Report on Botpress conversations.

Botpress chatbot analytics automation that exports conversations before the retention window removes them counts resolutions handoffs and unanswered questions the same way each week and delivers a weekly report, built by BoldBellows

The tests Botpress chatbot analytics has to survive

  • History kept past the retention window
  • Same counts weekly fixed definitions
  • Gaps listed the unanswered questions
  • One row per conversation stored once
  • Evidence kept Each decision stores the identifiers and timestamps behind it
  • Honest about scope $1,525 buys the entry package; anything bigger is quoted in writing first

01 · the expiring-history problem

The numbers you need next quarter expire this one

A chatbot's dashboard shows today, not the trend. Conversations and messages are kept for 90 days, so a question about last season's volume or whether handoffs have fallen since the new instructions went in cannot be answered from the platform. People count resolutions in different ways from one report to the next, so the line on the chart moves when the method does. The questions the agent could not answer sit in the transcripts, and nobody has time to read thousands of them.

History that expires

Conversations were not saved.

A trend that cannot be shown

Old data was gone.

Counts that shift

Definitions changed between reports.

Before Botpress to Reporting automation: manual messages exports, duplicates and broken formulasThe old way: an alert board with six open problems: duplicate row, stale sheet, #REF! error, late export, queue mismatch and a missing status change.ALERT BOARD · 6 OPEN!Duplicaterow 214OPEN!Stalesheet 3 days oldOPEN!#REF!Reports C9OPEN!LateMonday exportOPEN!Mismatchqueue -3OPEN!Missingstatus change 1039OPENmanual fix needed ×6
Before a report row for every retry
  • A retried delivery adds another report row
  • Conversations disappear after the retention window
  • Each report counts outcomes in its own way
After Botpress to Reporting automation: one clean workspace that matches BotpressThe new way: a status wall showing messages, queue, status changes, reports, reports and dashboards all synced, above a 30-day uptime bar at 100%.SYNC STATUS · ALL GREENMessagesSYNCEDQueueSYNCEDStatus changesSYNCEDReportsSYNCEDReportsSYNCEDDashboardsSYNCEDUPTIME · 30 DAYS100%30 days agotoday
After retries find the report row they made
  • The conversation ID and the day it was exported links every report row to its source
  • Every conversation is stored once with its outcome
  • The same definitions run every week

02 · how it works

How conversations become a weekly report you can act on

Three moves: decide whether it counts, locate the report row, then write and prove it.

How Botpress to Reporting automation works: messages in, one clean report each, on a schedulePull messages read-only from your bot, check for duplicates in the sync, and write verified reports to your reporting workspace.1 pull · your bot$ botpress pull --read-only> 1,204 messages fetched> 12 status changes fetchedfetching…Your Botpress botread-only access2 check · the sync$ sync check --schedule 15m> 0 duplicates found> 3 edits mergedchecking…BoldBellows syncchecks on a schedule3 write · your workspace$ reporting write --reports> 1,204 reports verified> 0 missingwriting…Your reporting workspacein your reporting workspaceREAD-ONLYLIVEHow Botpress to Reporting automation works: messages in, one clean report each, on a schedulePull, check, write.pull · your bot$ botpress pull --read-only> 1,204 messagesYour Botpress botcheck · the sync$ sync check --15m> 0 duplicatesBoldBellows syncwrite · your workspace$ reporting write --reports> 0 missingYour reporting workspace
  1. 01

    Interpret the source state

    The route reads the Botpress record behind the event and confirms the Botpress event meets the documented rule.

  2. 02

    Export, store, classify

    Conversations are read through the API, stored once and given an outcome and a topic.

  3. 03

    Count, group, report

    Outcomes are counted by fixed definitions, unanswered questions are grouped, and the report is sent.

What Botpress allows, and what it does not, for chatbot analytics

  • Analytics data lags by up to an hour

    A custom event created with the Track Event card can take up to an hour to appear in the Analytics tab, which is why a report reads stored data and not a live tile.

  • Tokens are kept as variables

    The personal access token for the API is stored in a configuration variable and read through env, so it never appears in a card or a log.

  • Uncertain results

    A missing confirmation starts a lookup in the report store by the conversation ID and the day it was exported; a new write is never the first response.

03 · what ships in the build

The parts of a Botpress to the report store build, and what each does

Start with Core, which admits events and claims identity; Scale then shapes the report row; Stewardship checks the report store long after go-live.

What lands in your workspace: messages, dashboards and reports from BotpressReporting beside its sync log: a scrolling list of synced messages, status changes and queue checks next to a live summary of net conversions.sync.log10:42:11message #1041OK10:42:12message #1042OK10:42:12status change #1039MATCH10:42:14queue TPL-WELCOOK10:42:15report diff 1HELD10:42:16message #1043OK10:42:18message #1044OK10:42:11message #1041OK10:42:12message #1042OK10:42:12status change #1039MATCH10:42:14queue TPL-WELCOOK10:42:15report diff 1HELD10:42:16message #1043OK10:42:18message #1044OK$MESSAGES · SUMMARY48214826net conversions · matches botpressMESSAGES312STATUS CHANGES12DUPES0

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Trigger gatekeeper

Lets only the agreed Botpress events through and keeps a reason for every one it stops.

Core

Stable identity ledger

Keeps the link between each Botpress item and its chatbot analytics outcome, so a retry reads the result before it writes anything.

Core

Payload trimmer

Cuts each Botpress payload down to the fields the report store needs before the report row is prepared.

Core

Conversation exporter

Reads conversations by cursor and stores each one once.

Scale

Conversation matcher

Reads the conversation ID and the day it was exported on every event so a repeat is recognized before it writes.

Scale

Outcome and topic matrix

Applies the written definitions of resolved, escalated and unanswered.

Scale

Report register

Finds records where the report store has drifted from Botpress and shows how long they have been wrong.

Stewardship

Retention monitor

Warns before a window closes on unexported data.

Stewardship

Case register

Keeps evidence, status and next step for every report row that could not be confirmed.

Stewardship

04 · who it's for

If you are among the franchise groups, you may also need to see what your Botpress agent is really doing: export conversations before they expire, count resolutions, handoffs and unanswered questions, and receive a weekly report you can act on

Teams want to know whether the agent is getting better, and that needs history, fixed definitions and an honest list of what it cannot answer.

Support lead

"Show me the trend."

History is kept.

Product owner

"What do customers ask?"

Questions are grouped by topic.

Operations lead

"One definition."

Counts follow written rules.

Analyst

"Give me the data."

Rows land in a store.

Owner

"Is the agent worth it?"

The report shows resolution and handoff.

Compliance lead

"Delete on schedule."

Retention is planned.

The price follows conversations, outcomes and trends

Build your Botpress to the report store quote, one choice at a time

Packages for Botpress chatbot analytics begin at $1,525; the panel below shows how each choice changes cost and timing.

View Pricing
  • One setup fee
  • Range shown first
  • PDF handover included

05 · compare your options

A dashboard nobody opens, a zap or a Botpress reporting pipeline with stored history: choosing how Botpress reaches the report store

Each can show a chart. Only one keeps history, counts the same way every week and lists the gaps.

Comparison table: A dashboard nobody opens, a zap or a Botpress reporting pipeline with stored history: choosing how Botpress reaches the report store
How a run startsa dashboard nobody opensA no-code Botpress to the report store recipeOur Botpress reporting pipeline
What starts the workWhoever is watching BotpressWhatever the trigger allowsAn approved Botpress event, judged before any write
How identity is decidedMatched by eyeThe title or a labelConversation ID and day, with outcome, topic and handoff flag
What reaches the report storeA pasted summaryA raw payloadOne stored row per conversation and a weekly report
After an uncertain resultStaff search the report store manuallyA blind retryFinds the report row first, then decides
BY HANDAUTOMATEDExportCopyPasteFixCheckSendEvery Monday · about 3 hours · errors creep inSync runs on its ownEvery 15 minutes · nobody's time · totals checked

Events arrive out of order

Delivery order is not trusted. Each event is ranked by its own time against the state already held in the report store.

An export runs twice after a network error

The second run finds every conversation already stored, adds nothing, and the weekly figures stay exactly as they were. A search on the conversation ID and the day it was exported finds what exists; a comparison says whether it matches; the outcome is written down. Creation is allowed in one case alone: the report row is confirmed missing.

Everything in this route hangs from the conversation ID and the day it was exported, so it is agreed before any mapping begins.

Pricing

Build your Botpress to Chatbot Analytics price

Pick a package, answer three short questions about how Botpress data should reach Chatbot Analytics, and your price and turnaround move as you choose.


Choose your packageRequired

The three packages differ by how much routing, reconciliation and governance sits around the Botpress to Chatbot Analytics route.

A focused production route for one Botpress environment and one Chatbot Analytics destination, delivering Botpress chatbot analytics automation that exports conversations before the retention window removes them, counts resolutions, handoffs and unanswered questions the same way each week, and delivers a weekly report with identity and failure controls from day one.

  • One approved Botpress event family and business-state admission rule within the Botpress Chatbot Analytics service.
  • One authorized account, workspace, organization, or base boundary within the Botpress Chatbot Analytics service.
  • One Chatbot Analytics object contract with field and relationship mapping
  • Stable matching through Botpress workspace plus bot, conversation, user, message, execution, integration, or event ID and source identity paired with the authoritative chatbot analytics record, execution, conversation, transaction, or decision identifier
  • Tests for duplicates, stale events, malformed data, denied access, and timeouts within the Botpress Chatbot Analytics service.
  • Implementation map, test record, and premium PDF operations handover within the Botpress Chatbot Analytics service.

Adds branching, matching and a bounded historical pass for teams whose route into Chatbot Analytics cannot be one straight-through action, while still delivering Botpress chatbot analytics automation that exports conversations before the retention window removes them, counts resolutions, handoffs and unanswered questions the same way each week, and delivers a weekly report.

  • Everything in Signal
  • Up to four approved routing or state-transition branches within the Botpress Chatbot Analytics service.
  • Existing-record resolution and one bounded historical checkpoint within the Botpress Chatbot Analytics service.
  • Lookup-before-replay protection for uncertain writes
  • Named exception ownership and a decision-ready evidence packet within the Botpress Chatbot Analytics service.
  • Field, permission, and destination-state validation before mutation within the Botpress Chatbot Analytics service.

Adds reconciliation and governance for teams that now depend on Botpress chatbot analytics automation that exports conversations before the retention window removes them, counts resolutions, handoffs and unanswered questions the same way each week, and delivers a weekly report, with drift detection and an exception register for Chatbot Analytics.

  • Everything in Routing
  • Scheduled source-to-destination reconciliation
  • Schema, field, scope, and webhook drift checks within the Botpress Chatbot Analytics service.
  • Volume-aware retry ceilings and stale-event protection
  • Aged-exception reporting with ownership status
  • Thirty-day release watch and operating review

In this Botpress Chatbot Analytics design, multi-business-unit routing, unrestricted bidirectional synchronization, regulated archives, unsupported extensions, or additional destination systems receive a separate written quote. Third-party subscriptions and usage charges are excluded.

Which Botpress events should reach Chatbot Analytics?Required

Governed lifecycle set: Use this when several approved Botpress transitions must converge on one Chatbot Analytics report.

How should Chatbot Analytics recognize a Botpress record it has already handled?Required

Ambiguity queue: Route zero-match and multi-match cases to an owner instead of letting Chatbot Analytics guess.

What should happen when a Chatbot Analytics write can't be confirmed?Required

Managed repair case: Capture evidence, ownership and a safe next action whenever a Chatbot Analytics write is uncertain.

How soon do you need it live?Required

Standard follows the schedule your other choices set. Pay to move up the queue and go live sooner.

Optional extrasOptional

Each one begins switched off. Turn on what your rollout needs, watch the total, switch it back off.

06 · process & getting started

Six steps from a dashboard to a reporting pipeline

Every step ends with something you can inspect: a map, a key, a test result or a signed note.

  1. Step 01

    Define the outcomes

    We write down what counts as resolved, escalated and unanswered, and which topics you want to track.

  2. Step 02

    Approve access

    We agree the matching keys first, then request only the permissions in Botpress that chatbot analytics cannot work without.

  3. Step 03

    Agree the store and the report

    Where the history lives, who reads the weekly report and what it contains are written out and approved first.

  4. Step 04

    Rehearse the failures

    Duplicates, out-of-order events, blank values and timeouts are staged in a test area so the repairs are proven.

  5. Step 05

    Launch with notes

    The route is enabled from a fixed point in time and the PDF records every setting we chose.

  6. Step 06

    Settle in

    We watch the live route through its first cycle, compare both sides and tune thresholds where the data says to.

Handover for Botpress to Reporting automation: notes, a checked run and a health checkHandover pack: a mapping guide, a runbook and recovery notes as PDFs inside a glowing hexagon, sealed with a check and ready to keep.PDFGuidePDFRunbookPDFRecoveryHANDOVER PACK · 3 FILES · READYsha 9f2c…41ae · yours to keepREAD-ONLYSEALED

07 · turnaround

When each package goes live

Counting begins when the Botpress login arrives and the scope is settled.

Core

6 to 10 business days

Scale

10 to 16 business days

Stewardship

16 to 24 business days

08 · before we start

Your part in the first week

  • Scoped Botpress access, approved by whoever administers it

  • A Botpress workspace and bot, a personal access token for the API and a spreadsheet or database where history can be stored

  • Read access to the Botpress objects this route depends on

  • A plain-language list of the Botpress events to include and exclude

  • The people who should be told when something fails

  • A time window in which testing can happen safely

09 · security and ownership

Scoped access, small payloads, and no changes to either tool

Permissions in Botpress are limited to what chatbot analytics needs, and the route cannot write anywhere you have not listed.

Read-only Botpress to Reporting access: your data stays yoursA glowing padlock at the centre of a circuit of traces and nodes, marking read-only, encrypted access.READ-ONLY · ENCRYPTED IN TRANSIT

Published interfaces only

Every request goes through the public interfaces of Botpress and the report store. No core file, theme or application code is touched.

Scoped, revocable access

Keys stay in your accounts, and their scope is listed for your auditors.

Data kept to the job

The report row carries the values the business needs and no more; the rest of the Botpress record is never copied across.

Retries that cannot duplicate

Every repair starts from the conversation ID and the day it was exported and a read of the report store, so trying again is safe by construction.

Minimal logging

You can inspect exactly what is logged, and it contains no customer text.

Full handover

Your administrators receive a document they can follow without a briefing.

10 · verified reviews

What BoldBellows clients say

Verified reviews from business owners who use BoldBellows automations every day, from marketing and sales to support and operations.

AI Workflow Automation for Agencies

Running a digital agency with many clients was overwhelming. BoldBellows built one automation dashboard that tracks tasks, sends updates and creates client reports automatically.

Clients love the transparency and we love the time we get back. Productivity is up, and project delays have dropped to almost zero.

Samuel BoatengVerifiedAccra, Ghana

AI Data Entry & Reporting Automation

We used to spend hours collecting data and building weekly reports by hand. BoldBellows automated all of it.

The reports are clean, visual and easy to read, and our managers rely on them for quick decisions. Human error is gone and our numbers are more accurate across the board.

Sarah MüllerVerifiedZurich, Switzerland

AI Lead Qualification & Sales Automation

Our sales team wasted hours chasing cold leads. BoldBellows built an AI lead-scoring system that reads behavior, email engagement and buying signals.

It filters out weak leads and sends personalized follow-ups automatically, so our team only talks to people who are ready to buy. Conversions rose 40% in the first month. It paid for itself straight away.

Aisha MohammedVerifiedDubai, UAE

AI Video & Voice Automation

We publish product videos every week, and BoldBellows introduced us to AI video automation. The system writes the script, voices it and produces the finished video in minutes.

The quality is remarkable: professional voiceovers, clean visuals and smooth editing. Production time went from three days to under 30 minutes, and we scaled our video marketing without adding cost.

Lucas SteinerVerifiedMunich, Germany

AI Email & Smart Inbox Management

Our inbox used to be chaos. BoldBellows built an AI email system that sorts messages, drafts replies and flags anything urgent.

It learns how we write and gets better every week. We reply faster and no longer miss important messages. It feels like having a personal assistant working around the clock.

Chloe AndersonVerifiedMelbourne, Australia

AI Booking & Scheduling Automation

Our coaching business needed a better way to schedule. BoldBellows automated all of it: bookings, reminders, cancellations and follow-ups.

No-shows fell by 60% and clients enjoy how smooth it is. It feels personal, not robotic. One of the best upgrades we’ve made.

Emily CarterVerifiedLondon, United Kingdom

AI Translation & Localisation

When we expanded abroad we needed fast, accurate translations. BoldBellows built an AI translation system that turns our content into several languages instantly.

The translations read naturally and suit each culture. We now serve customers in five new countries without hiring translators. BoldBellows helped us go global.

Kenji NakamuraVerifiedOsaka, Japan

AI HR & Recruitment Automation

Our HR team was drowning in applications. BoldBellows automated screening, skills-based filtering and interview scheduling.

It saves us hours every week and means we only interview qualified people. Hiring is now faster, better organized and more professional.

Olivia MartinezVerifiedAustin, USA

AI Accounting & Invoice Automation

BoldBellows automated our whole invoicing process: creating invoices, sending reminders and tracking payments.

Late payments dropped sharply, and our accounting team finally has time for strategy instead of repetitive admin. Worth every penny.

Ravi PatelVerifiedNew Delhi, India

11 · questions

Botpress analytics: what operations teams ask

Quick answers, no sales language, and a route to ask more.

Do I need to be there?No. You send one short brief.Then you review a finished result.Search any question
Does an ordinary Botpress zap manage chatbot analytics?

For a weekly view of what customers ask, what the agent resolves and where it fails alone, a basic zap is enough. What it will not do is keep conversations past the retention window, count outcomes the same way every week or point to the questions the agent cannot answer. This build covers exactly what a basic connector leaves open.

How long does Botpress keep conversations?

Conversations, messages and events for 90 days, and logs for 30.

Which tool stores the history?

A spreadsheet, a database or a warehouse you already use.

Can I see sentiment?

Botpress offers AI insights in beta for sentiment and summaries; the route can use them or classify itself.

What is an unanswered question?

A conversation where the agent fell back or handed over; the definition is written into the scope.

Does the Analytics Agent matter?

It adds custom event tracking on Team and Enterprise plans; the route works with or without it.

Can reports go to Slack or email?

Yes, on the schedule you choose.

Can we review the data chatbot analytics pulls from Botpress?

Every Botpress field in scope for chatbot analytics is listed with where it goes, and you approve the list. This page also answers searches for custom botpress chatbot analytics automation.

Do we choose the thresholds chatbot analytics uses?

Yes. The first package is $1,525.

Will chatbot analytics stop if Botpress changes a limit?

Work after the review window is scoped afresh.

Keep the history and read the trend

Give your team numbers it can compare week on week

We need the Botpress event, the outcome and the exception owner to price chatbot analytics. It begins at $1,525.

Edge cases beyond these packages are estimated separately, in writing.