Document processing
Finance
Automated invoice intake
An agent watches the inbox for invoices, extracts data from PDFs, and keeps a live register — no manual entry.
Expected ROI
~85% less processing time; payback in months on 50+ invoices/mo
E-commerce
Professional services
Who it’s for
CFOs, accountants, finance teams with 20+ invoices a month.
Read the full solution →
Workflow automation
Sales
Inbound lead scoring agent
Scores every inbound lead from CRM context and prioritises the hottest first, with the best next action.
Expected ROI
−60% qualification time; +15–25% conversion to SQL
E-commerce
Professional services
Who it’s for
Heads of Sales in B2B & e-commerce with 200+ leads/mo.
Read the full solution →
Workflow automation
Sales
Personalized outreach generator
Researches each lead and writes a 1-to-1 outreach email with a relevant hook and CTA.
Expected ROI
Reply rate +30–50%; saves SDRs 5+ hrs/week
Professional services
Logistics
Who it’s for
Inside Sales / SDR teams running cold outbound.
Workflow automation
Sales
Tender search & analysis bot
Scans tender platforms hourly against your ICP, reads the docs, and digests each opportunity to Telegram.
Expected ROI
−90% monitoring time; nothing relevant missed
Professional services
Logistics
Who it’s for
B2G/B2B sales teams bidding on public tenders.
Read the full solution →
Workflow automation
Sales
Proposal generator
Builds a commercial proposal from a brief and CRM data, with pricing and relevant case examples.
Expected ROI
4 hrs → 30 min per proposal; consistent quality
Professional services
Who it’s for
Sales teams with 20+ proposals a month.
Read the full solution →
Workflow automation
Sales
Sales-call analyst & follow-up
Analyses meeting recordings, scores call quality and lead interest, and drafts the follow-up.
Expected ROI
−90% follow-up prep; objective scoring of 100% of calls
E-commerce
Professional services
Who it’s for
Heads of Sales with 5+ reps and regular online meetings.
Read the full solution →
ML & analytics
Sales
Deal risk scoring
Analyses every open deal daily and flags the ones slipping into risk, with reasons and next steps.
Expected ROI
Risk spotted 1–3 weeks earlier; win-rate +10–15%
Professional services
Finance & Fintech
Who it’s for
Heads of Sales with 50+ active deals in pipeline.
Workflow automation
Customer Support
Support ticket triage
Classifies tickets, routes to the right team, and drafts a reply from your knowledge base.
Expected ROI
−30–50% resolution time; +40–70% tickets per agent
E-commerce
Professional services
Who it’s for
Heads of Support with 200+ tickets a day.
Read the full solution →
ML & analytics
Customer Support
Churn-risk signal from comms
Reads client communications across channels and flags accounts at risk weeks before they churn.
Expected ROI
Churn −15–25%; risk spotted 2–4 weeks early
Professional services
Who it’s for
Heads of Customer Success with 30+ accounts.
ML & analytics
Finance
Financial analyst agent
Reviews spend, finds variances and suspicious transactions, and proposes optimisations.
Expected ROI
2–3 days → hours per monthly close; 5–15% budget saved
Finance & Fintech
Professional services
Who it’s for
CFOs and controllers with complex cost structures.
Read the full solution →
RAG / knowledge
Legal
Legal knowledge base (RAG)
Instantly answers questions across your contracts, policies, and cases — with source citations.
Expected ROI
~10× faster legal lookups; self-service for the business
Professional services
Finance & Fintech
Who it’s for
Heads of Legal & compliance with 50+ documents.
Read the full solution →
Document processing
Legal
Contract clause extraction
Pulls key terms from contracts into a structured register, each linked to its source clause.
Expected ROI
1 hr → 5–10 min per contract; no missed terms
Professional services
Finance & Fintech
Who it’s for
Legal & compliance with active contract flow.
Document processing
Operations
Document & email classifier
Classifies inbound mail and documents and routes them to the right folders and teams.
Expected ROI
Saves 3–5 hrs/week; zero lost documents
E-commerce
Logistics
Who it’s for
Operations leads with heavy email and several teams.
Read the full solution →
Workflow automation
Operations
Workflow automation via chat
Operators update statuses and a Google Sheet by writing in Telegram — the agent does the rest.
Expected ROI
−60–70% manual table upkeep
E-commerce
Logistics
Who it’s for
SMB owners and ops teams running on spreadsheets.
RAG / knowledge
Sales
Sales knowledge assistant (RAG)
Finds answers in your internal docs — pricing, policies, cases — in seconds, with sources.
Expected ROI
−40–60% questions to managers; faster replies to clients
Professional services
Finance & Fintech
Who it’s for
B2B sales leaders with large doc bases and 10+ reps.
Workflow automation
HR
Résumé screening agent
Scores incoming résumés against the role, explains each score, and ranks candidates.
Expected ROI
−70–80% screening time; +25% short-list quality
Professional services
Who it’s for
Heads of Recruiting with 50+ résumés per role.
Workflow automation
HR
Interview question generator
Builds a personalised interview guide from the CV and job spec, with scoring criteria.
Expected ROI
−50–60% prep time; less biased evaluation
Professional services
Who it’s for
Hiring managers with 5+ interviews a week.
RAG / knowledge
Customer Support
Patient / customer intake assistant
Reads intake forms and routes inbound requests, populating your system with human verification.
Expected ROI
3.5× faster intake; full audit trail
E-commerce
Healthcare
Who it’s for
Clinics & service teams with high inbound volume.
Read the full solution →
ML & analytics
Finance
Reconciliation & ledger sync
Matches transactions across PSPs, banks, and ledger automatically, flagging exceptions.
Expected ROI
100% reconciliations in sync; −63% manual entry
Finance & Fintech
Who it’s for
Finance & fintech ops teams closing the books monthly.
Workflow automation
Marketing
Personalized email & retention flows
Builds segmented lifecycle emails from your data and triggers them on behaviour.
Expected ROI
Higher repeat rate without more headcount
E-commerce
Who it’s for
Retention & CRM leads in e-commerce.
Workflow automation
Sales
SDR daily-action assistant
Each morning it ranks an SDR’s whole lead base into a prioritised action list — call, follow up, send a case, wait — each with a draft message.
Expected ROI
Lead coverage +30–40%; win-rate +20–30% with the same team
Professional services
E-commerce
Who it’s for
Heads of Sales / Inside Sales with SDR teams of 5+.
ML & analytics
Marketing
Natural-language analytics agent
Ask questions in plain language and get the answer with a chart — connected to your data model, no SQL.
Expected ROI
~10× faster reports; analysts freed from ad-hoc queries
Professional services
E-commerce
Who it’s for
CMOs and analytics leads with a ready data model.
Workflow automation
Marketing
Social content automation
Generates posts from your content plan, adapts each to platform format and tone, and queues them for review.
Expected ROI
−50–60% SMM load; 2 hrs → 20 min per multi-platform post
E-commerce
Professional services
Who it’s for
Heads of Marketing / SMM running 3+ social platforms.
Workflow automation
Marketing
Ad creative generator
Turns a campaign brief into 10–20 tagged headline, description, and CTA variants for Meta and Google Ads.
Expected ROI
1 day → 30 min per creative set; CTR +15–30%
E-commerce
Professional services
Who it’s for
Performance marketers running Meta/Google campaigns.
ML & analytics
Marketing
Ad creative performance analyzer
Pairs every creative with its metrics and a vision model to explain which elements drive CTR — and what to make next.
Expected ROI
CTR +15–30% from data-driven creative decisions
E-commerce
Professional services
Who it’s for
Performance teams with significant Meta/Google spend.
Workflow automation
Marketing
Link-building site analyzer
Checks donor sites against your internal checklist and returns a verdict in seconds — topic, quality, risks.
Expected ROI
−99% analysis time; 500+ sites/day vs 30–40
Professional services
Who it’s for
SEO & link-building leads vetting 100+ donor sites a week.
ML & analytics
Marketing
Customer LTV prediction
Predicts each user’s lifetime value at signup or first purchase, so ad spend optimises to real value.
Expected ROI
ROAS +15–25% by bidding to predicted LTV
E-commerce
Who it’s for
Subscription, marketplace & e-commerce teams with 6+ months of LTV history.
ML & analytics
Customer Support
Churn prediction model
Scores every account’s propensity to churn from behaviour and usage — weeks ahead of the event.
Expected ROI
Churn −15–25% with proactive saves
E-commerce
Professional services
Who it’s for
Retention & Customer Success leads with a sizeable active base.
ML & analytics
Operations
Demand & sales forecasting
Forecasts demand by SKU and period to drive planning, stock, and budget decisions.
Expected ROI
Fewer stock-outs & overstock; tighter planning
E-commerce
Logistics
Who it’s for
Ops, supply-chain & finance teams planning inventory.
ML & analytics
Marketing
Next-best-offer engine
Predicts the most likely next purchase per customer to power cross-sell and recommendations.
Expected ROI
+10–20% cross-sell revenue
E-commerce
Who it’s for
E-commerce & retention teams with transaction history.
ML & analytics
Operations
Price & promo optimization
Models price elasticity to recommend optimal prices and promo depth per segment.
Expected ROI
Margin uplift without losing volume
E-commerce
Logistics
Who it’s for
Pricing, category & e-commerce managers.
ML & analytics
Sales
Conversion-probability scoring
Predicts win likelihood for each lead or deal from historical outcomes — the ML counterpart to agentic scoring.
Expected ROI
Sharper focus; forecast accuracy up
E-commerce
Professional services
Who it’s for
Sales & RevOps leaders with CRM history.
ML & analytics
Marketing
Marketing Mix Modeling (MMM)
Quantifies each channel’s true contribution to revenue and recommends budget allocation.
Expected ROI
Budget reallocated at the same total spend
E-commerce
Professional services
Who it’s for
CMOs & growth leads spending across many channels.
ML & analytics
Finance
Fraud & anomaly detection
Flags abnormal transactions and behaviour in real time from learned patterns.
Expected ROI
Losses cut; fewer manual reviews
Finance & Fintech
E-commerce
Who it’s for
Finance, fintech & marketplace risk teams.
ML & analytics
Operations
Inventory & stock-out forecasting
Predicts stock-outs and reorder points per SKU and location.
Expected ROI
−stock-outs; lower holding cost
E-commerce
Logistics
Who it’s for
Retail & logistics ops planning replenishment.
ML & analytics
Marketing
Customer segmentation (RFM/ML)
Clusters customers by behaviour and value so each segment can be targeted precisely.
Expected ROI
Higher campaign efficiency per segment
E-commerce
Professional services
Who it’s for
CRM & marketing teams personalising at scale.
Workflow automation
Sales
AI website sales chatbot
Greets visitors, answers product questions from your content, and captures & qualifies leads into the CRM around the clock.
Expected ROI
+20–35% site leads captured; instant first response
E-commerce
Professional services
Who it’s for
Marketing & sales leads with steady website traffic.
Workflow automation
Customer Support
Voice AI call assistant
Answers inbound calls, handles FAQs and bookings, and hands complex calls to a human with full context.
Expected ROI
−40–60% call-handling load; no missed calls
E-commerce
Healthcare
Who it’s for
Clinics, service & e-commerce teams with high call volume.
Workflow automation
Sales
Meeting notes & CRM auto-logging
Transcribes every call, writes structured notes and next steps, and updates the CRM without manual entry.
Expected ROI
Saves reps 3–5 hrs/week; 100% of calls logged
Professional services
E-commerce
Who it’s for
Sales & account teams living in back-to-back meetings.
Workflow automation
Marketing
Product description generator
Turns specs and attributes into SEO-ready product copy in your tone — at catalog scale, in every language you sell in.
Expected ROI
Hours → minutes per 100 SKUs; consistent tone
E-commerce
Who it’s for
E-commerce & content teams with large or changing catalogs.
Workflow automation
Marketing
SEO content brief & draft generator
Researches a keyword, builds an outline from the SERP, and drafts an on-brand article ready for editorial review.
Expected ROI
~3× content output at the same headcount
Professional services
E-commerce
Who it’s for
SEO & content leads with an active editorial calendar.
ML & analytics
Customer Support
Review & feedback insight analysis
Reads reviews and survey responses across sources, clusters themes, and surfaces what to fix and what to double down on.
Expected ROI
Weeks of manual reading → a live insight dashboard
E-commerce
Professional services
Who it’s for
Product & CX leads drowning in qualitative feedback.
Workflow automation
Operations
Competitor & price monitoring
Tracks competitor prices, stock, and promos on a schedule and alerts you to the changes that matter for your catalog.
Expected ROI
Daily coverage vs sporadic manual checks
E-commerce
Logistics
Who it’s for
Category, pricing & e-commerce managers.
RAG / knowledge
Operations
Internal IT helpdesk assistant (RAG)
Answers employee IT & policy questions from your wiki and runbooks, opening a ticket only when it truly needs a human.
Expected ROI
−40–60% repetitive helpdesk tickets
Professional services
Who it’s for
IT & ops leads supporting 100+ employees.
RAG / knowledge
HR
Employee onboarding assistant (RAG)
A chat new hires ask anything — process, tools, benefits, who-owns-what — answered from your internal docs with sources.
Expected ROI
Faster ramp; −50% onboarding questions to managers
Professional services
Who it’s for
People / HR teams onboarding hires every month.
ML & analytics
Finance
Cash-flow forecasting
Projects inflows and outflows from receivables, payables, and history so you see runway and gaps weeks ahead.
Expected ROI
Earlier visibility on shortfalls; fewer surprises
Finance & Fintech
Professional services
Who it’s for
CFOs and finance leads managing working capital.
Document processing
Finance
Receipt & expense classification
Reads receipts and expense docs, codes each line to the right account, and flags policy breaches for review.
Expected ROI
−80% manual coding; cleaner books at close
Professional services
E-commerce
Who it’s for
Finance & accounting teams processing employee expenses.
Document processing
Finance
KYC & document verification
Extracts and cross-checks identity documents against your rules, flagging mismatches for a compliance officer.
Expected ROI
Minutes → seconds per check; full audit trail
Finance & Fintech
Who it’s for
Fintech & compliance teams onboarding customers.
ML & analytics
Marketing
Multi-touch attribution modeling
Assigns revenue credit across touchpoints so you see which channels and campaigns actually drive conversions.
Expected ROI
Budget shifted to what converts, at the same spend
E-commerce
Professional services
Who it’s for
Growth & analytics leads with multi-channel journeys.
ML & analytics
Operations
Product catalog auto-tagging (vision)
A vision model tags product images with attributes — colour, category, style — to power search, filters, and feeds.
Expected ROI
Manual tagging near-eliminated; better on-site search
E-commerce
Who it’s for
E-commerce & merchandising teams with large catalogs.
ML & analytics
Operations
Delivery route optimization
Plans optimal routes from orders, time windows, and constraints — rebalancing as new orders come in.
Expected ROI
−10–20% km & fuel; more drops per shift
Logistics
Who it’s for
Logistics & last-mile ops planning daily routes.
Workflow automation
Marketing
Automated reporting digest
Pulls your KPIs on a schedule and writes a plain-language summary of what changed and why — straight to Slack or email.
Expected ROI
Weekly reporting hours → an automated digest
Professional services
E-commerce
Who it’s for
Marketing & ops leads assembling recurring reports.
Workflow automation
Customer Support
Returns & refund automation
Handles return requests end-to-end — eligibility checks, labels, and status updates — escalating only the edge cases.
Expected ROI
−50–70% manual returns handling
E-commerce
Who it’s for
E-commerce support & ops teams with high return volume.