---
title: Smart Recommendations | Daily Optimization Suggestions Powered by AI
description: Shirofune offers smart, human-like optimization recommendations to streamline advertising accounts, enhance performance, and maximize long-term revenue while saving valuable time.
image: https://shirofune.io/hubfs/39890648/images/global/shirofune-og.png
---

![](https://shirofune.io/hubfs/images/pages/service_fv.webp)

# Smart Recommendations

 Save Time Streamlining Advertising Accounts   
with Human-Like Optimization Recommendations

[ Get a demo ](https://shirofune.io/request-a-demo?hsLang=en)

![](https://shirofune.io/hubfs/images/pages/service_fv.webp)

### Real-Time Opportunities

Our system analyzes data daily, presenting change proposals to enhance performance and save on budget expenditures

For example, if a significant amount is spent on newly generated Search terms, an automatic recommendation is immediately made to assess whether it's advisable to continue allocating budget to those Search terms.

![service_img_1](https://shirofune.io/hubfs/service_img_1.webp)

### Optimize Keywords, Ads, and Placements

Our suggestions cover a wide range of areas, including the addition or removal of keywords, audience targeting, and placement adjustments.

Shirofune's goal for improvement suggestions is to propose all the account enhancements that humans should perform. We refine our algorithms daily to adapt to changes in platforms.

![Optimize Keywords](https://shirofune.io/hubfs/images/pages/Optimize%20Keywords.webp)

### Smart Recommendations

Daily action cards – including “turn off” and “negative keyword” suggestions – that cut waste with one click.

![Smart Recommendations](https://shirofune.io/hubfs/images/pages/Smart%20Recommendations.webp)

 We're on Your Side

Unlike typical media recommendations, which often aim to increase budgets, our recommendations are always aligned with your goals. We focus on practical suggestions, such as pausing keywords with no conversions, with your best interests in mind.

[ Contact Us ](https://shirofune.io/contact?hsLang=en)

![service_cta_icon](https://shirofune.io/hubfs/images/pages/service_cta_icon.webp)

## Take Advantage of Your Lifetime ROAS

Shirofune will constantly monitor your data to understand the long term performance of each of your advertising channels. Our proprietary data attribution system allows advertisers to invest in what generates the most revenue over time rather than on short term ROAS.

![lifetime_roas_img_pc](https://shirofune.io/hubfs/images/pages/lifetime_roas_img_pc.webp) ![lifetime_roas_img_sp](https://shirofune.io/hubfs/images/pages/lifetime_roas_img_sp.webp)

## Customer Stories

We share the best case studies from real customers who have accompanied Shirofune

[![Case Study: Direct Agents | Cut Ad Ops Time by 63% & Boosted MQLs by 75% with Shirofune](https://shirofune.io/hubfs/images/blogs/news/img-direct-agents.png)

[Cost Efficiency & ROI](https://shirofune.io/case-studies/tag/cost-efficiency-roi?hsLang=en) [Time & Workflow Efficiency](https://shirofune.io/case-studies/tag/time-workflow-efficiency?hsLang=en) [United States](https://shirofune.io/case-studies/tag/united-states?hsLang=en) [Agency](https://shirofune.io/case-studies/tag/agency?hsLang=en)

Case Study: Direct Agents | Cut Ad Ops Time by 63% & Boosted MQLs by 75% with Shirofune

Reduced Monthly Time

 63%

Increased MQLs

 75% 

](https://shirofune.io/case-studies/direct-agents?hsLang=en) [![Case Study: Carrot-Top | Boosted ROAS & Reduced CPA by 40% with AI-Powered Automation](https://shirofune.io/hubfs/images/blogs/news/img-carrot-top.png)

[Cost Efficiency & ROI](https://shirofune.io/case-studies/tag/cost-efficiency-roi?hsLang=en) [Budget Tracking & Performance Visibility](https://shirofune.io/case-studies/tag/budget-tracking-performance-visibility?hsLang=en) [United States](https://shirofune.io/case-studies/tag/united-states?hsLang=en) [Advertiser](https://shirofune.io/case-studies/tag/advertiser?hsLang=en)

Case Study: Carrot-Top | Boosted ROAS & Reduced CPA by 40% with AI-Powered Automation

Reduced CPA

 40% 

](https://shirofune.io/case-studies/carrot-top?hsLang=en)

 View more

## Frequently asked questions

Find answers to commonly asked questions about our platform.  
Whether you're just getting started or looking to optimize, this section provides the clarity you need.

What are the card-style recommendations?

Suggestions such as “Exclude this keyword” or “Pause this creative” are presented in an actionable card format, allowing users to apply changes with a single click.  

How often are recommendations generated?

 Recommendations are updated once daily based on the latest data. 

Do I need to follow all the recommendations?

 No. You can selectively apply only those that align with your strategy. 

Can I see the reasoning behind each suggestion?

  Yes. Each recommendation includes supporting data and logic to help you make informed decisions. 

Is automatic execution possible?

 No. Shirofune provides objective, data-driven suggestions but does not fully understand the advertiser’s intent or strategy. It believes the best results come from combining data analysis by the system and human creativity.

#### Ready to streamline your ad operations?

Reach out — we’d love to hear from you.

[Contact Us ](https://shirofune.io/contact?hsLang=en)

Let our team help you get started with confidence.

[Request a Demo ](https://shirofune.io/request-a-demo?hsLang=en)