DDI and IP address management
Asked as “DDI platform”, and as “IP address management tool”, on behalf of a mid-market B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
15%
Contested · SolarWinds IP Address Manager 13%
15BlueCat Micetro13SolarWinds IP Address Manager11ManageEngine OpUtils60others
15% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
02
SolarWinds IP Address Manager13%18%39accepted challengernewNew since September 2026: not ranked then, 13% now.
SolarWinds IP Address Manager13%18%39accepted challengernewNew since September 2026: not ranked then, 13% now.03
ManageEngine OpUtils11%0%11accepted challengernewNew since September 2026: not ranked then, 11% now.
ManageEngine OpUtils11%0%11accepted challengernewNew since September 2026: not ranked then, 11% now.06
BlueCat Integrity6%27%48criticized challengernewNew since September 2026: not ranked then, 6% now.
BlueCat Integrity6%27%48criticized challengernewNew since September 2026: not ranked then, 6% now.07
EfficientIP SOLIDserver4%16%32accepted challengernewNew since September 2026: not ranked then, 4% now.
EfficientIP SOLIDserver4%16%32accepted challengernewNew since September 2026: not ranked then, 4% now.10
Infoblox Universal DDI4%20%10accepted challengernewNew since September 2026: not ranked then, 4% now.
Infoblox Universal DDI4%20%10accepted challengernewNew since September 2026: not ranked then, 4% now.The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
BlueCat Micetro vs NetBoxBlueCat Micetro vs BlueCat IntegrityBlueCat Micetro vs EfficientIP SOLIDserverBlueCat Micetro vs MicetroSolarWinds IP Address Manager vs ManageEngine OpUtilsSolarWinds IP Address Manager vs phpIPAMSolarWinds IP Address Manager vs NetBoxSolarWinds IP Address Manager vs BlueCat IntegritySolarWinds IP Address Manager vs EfficientIP SOLIDserverSolarWinds IP Address Manager vs MicetroManageEngine OpUtils vs phpIPAMManageEngine OpUtils vs NetBoxManageEngine OpUtils vs BlueCat IntegrityManageEngine OpUtils vs EfficientIP SOLIDserverManageEngine OpUtils vs MicetrophpIPAM vs NetBoxphpIPAM vs BlueCat IntegrityphpIPAM vs EfficientIP SOLIDserverphpIPAM vs MicetroNetBox vs BlueCat IntegrityNetBox vs EfficientIP SOLIDserverNetBox vs MicetroBlueCat Integrity vs EfficientIP SOLIDserverBlueCat Integrity vs MicetroEfficientIP SOLIDserver vs Micetro
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
010203
04
050607M08
M09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01BlueCat Micetro15%
BlueCat Micetro15%02SolarWinds IP Address Manager13%
SolarWinds IP Address Manager13%03ManageEngine OpUtils11%
ManageEngine OpUtils11%04phpIPAM9%
phpIPAM9%05NetBox8%
NetBox8%06BlueCat Integrity6%
BlueCat Integrity6%07EfficientIP SOLIDserver4%
EfficientIP SOLIDserver4%08Micetro4%
09Men&Mice4%
10Infoblox Universal DDI4%
Infoblox Universal DDI4%11Infoblox2%
Infoblox2%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Infoblox48%
20 of 42 labels negative · 7 of 14 models · 2 hard negative
“**Avoid:** Enterprise solutions like Infoblox or EfficientIP SOLIDserver unless you have a larger budget” Kimi K2, budget prompt
BlueCat Integrity27%
13 of 48 labels negative · 7 of 14 models · 1 hard negative
“Avoid enterprise platforms like **Infoblox**, **BlueCat**, and **EfficientIP SOLIDserver**” DeepSeek V4 Flash, budget prompt
SolarWinds IP Address Manager18%
7 of 39 labels negative · 6 of 14 models · 3 hard negative
“High Caution: SolarWinds ... The **2020 SUNBURST supply chain attack** compromised SolarWinds Orion software” Kimi K2, negative prompt
EfficientIP SOLIDserver16%
5 of 32 labels negative · 4 of 14 models · 2 hard negative
“**Avoid:** Enterprise solutions like Infoblox or EfficientIP SOLIDserver unless you have a larger budget” Kimi K2, budget prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
74 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1007 links across 184 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
34 answers · 35 citations · 11 models
vendor site · BlueCat Networks33 answers · 79 citations · 11 models
29 answers · 43 citations · 11 models
28 answers · 55 citations · 9 models
vendor site · Domotz27 answers · 27 citations · 12 models
vendor site · SourceForge26 answers · 30 citations · 11 models
vendor site · FitGap24 answers · 39 citations · 10 models
vendor site · Infoblox21 answers · 39 citations · 11 models
21 answers · 23 citations · 11 models
vendor site · ZipDo.co20 answers · 20 citations · 8 models
vendor site · EfficientIP19 answers · 26 citations · 10 models
vendor site · G219 answers · 25 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
27 answers · 12 models
27 answers · 10 models
20 answers · 9 models
17 answers · 9 models
15 answers · 8 models
14 answers · 7 models
13 answers · 8 models
12 answers · 8 models
12 answers · 7 models
12 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “ddi platform”, “ddi platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| BlueCat Micetro bluecatnetworks.com BlueCat Micetro 15%, BlueCat Integrity 6% | 21% | 147 | 40 | 1 | 49,586 | 2 | 2 |
| ManageEngine parent site ManageEngine OpUtils 11%, ManageEngine DDI Central 4% | 15% | 33 | 8,100 | 675 | |||
| SolarWinds parent site SolarWinds IP Address Manager 13% | 13% | 92 | 14,800 | 1,396 | |||
| phpIPAM phpipam.net | 9% | 60 | 1,000 | 5 | 1,028 | ||
| NetBox netboxlabs.com | 8% | 128 | 9,900 | 457 | 10,496 | 5 | |
| Infoblox infoblox.com Infoblox Universal DDI 4%, Infoblox 2%, Infoblox Universal DDI Management 2% | 8% | 114 | 9,900 | 440 | 32,766 | 11 | 3 |
| GestiÓIP | 6% | ||||||
| EfficientIP SOLIDserver efficientip.com | 4% | 105 | 20 | 0 | 27,600 | 5 | 4 |
| Micetro | 4% | 170 | 5 | ||||
| Men&Mice | 4% | 8,767 |
Google's top ten for the two searches hold 16 sites; 5 of them are among the sites the models cited here (bluecatnetworks.com, efficientip.com, infoblox.com, peerspot.com, sourceforge.net). The first result for “ddi platform” is techtarget.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best DDI platform for a mid-market B2B company?”Paraphrase“Which IP address management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top DDI platforms and how do they differ?”Budget-constrained“What is the best DDI platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a DDI platform. What should we look at?”Negative“Which DDI platforms should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceInfobloxChangedInfobloxManageEngine DDI Centralagainst: Gesti\u00f3IPno first choicenothing named
Four alternatives
BlueCat Integrity, Cisco Catalyst Center, Micetro, SolarWinds IP Address ManagerFour alternatives
BlueCat Integrity, EfficientIP SOLIDserver, Men&Mice Micetro, SolarWinds IP Address ManagerTwo alternatives
EfficientIP SOLIDserver, SolarWinds IP Address ManagerGPT-5.4 miniBlueCat Integrityagainst: ManageEngine DDI CentralNetBoxChangedInfobloxagainst: Men&MiceEfficientIP SOLIDserver, NetBoxagainst: BlueCat Integrity, Infobloxno first choicenothing named
Two alternatives
EfficientIP SOLIDserver, InfobloxTwo alternatives
BlueCat Integrity, InfobloxThree alternatives
BlueCat Integrity, Cisco Network Registrar, EfficientIP SOLIDserverFour alternatives
BIND, Kea, PowerDNS, phpIPAMGemini 3.5 FlashBlueCat Micetroagainst: Infoblox, SolarWinds IP Address ManagerNetBoxChangedagainst: InfobloxInfobloxBlueCat Micetro, SpatiumDDIagainst: BlueCat Integrity, EfficientIP SOLIDserver, InfobloxBlueCat Micetroagainst: BlueCat Integrity, Cisco Prime Network Registrar, Gesti\u00f3IP, Infoblox, Native Microsoft IPAM, NetBox, SolarWinds IP Address Manager, phpIPAM
One alternative
EfficientIP SOLIDserverFive alternatives
Device42, Micetro, Obelinf, Tidal LightMesh, phpIPAMThree alternatives
BlueCat Integrity, Cygna Labs, EfficientIP SOLIDserverFive alternatives
Gesti\u00f3IP, ManageEngine DDI Central, SolarWinds IP Address Manager, Technitium DNS Server, phpIPAMThree alternatives
EfficientIP SOLIDserver, Infoblox Universal DDI, NetBoxPerplexity SonarMen&Mice, MicetroSolarWinds IP Address ManagerChangedBlueCat Integrity, InfobloxGesti\u00f3IP, phpIPAMno first choiceagainst: BlueCat Integrity, Microsoft DNS
Three alternatives
Infoblox Universal DDI, ManageEngine DDI Central, SolarWinds IP Address ManagerFour alternatives
BlueCat Integrity, LightMesh, ManageEngine OpUtils, phpIPAMFour alternatives
DDI Central, GestiÓIP, Micetro, phpIPAMGrok 4.1 FastMicetroagainst: BlueCat IntegrityManageEngine OpUtilsChangedagainst: BlueCat Integrity, InfobloxInfobloxGestiÓIPagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infobloxno first choiceagainst: BlueCat Integrity, Data Driven Investing, Infoblox BloxOne / NIOS, SolarWinds IP Address Manager
Three alternatives
Infoblox Universal DDI, SolarWinds IP Address Manager, TCPWaveOne alternative
SolarWinds IP Address ManagerThree alternatives
BlueCat Integrity, EfficientIP SOLIDserver, MicetroThree alternatives
ManageEngine DDI Central, SolarWinds IP Address Manager, phpIPAMMistral SmallInfoblox Universal DDISolarWinds IP Address ManagerChangedInfobloxGestiÓIPno first choiceagainst: DDI Crypto, Data Driven Investing
Two alternatives
BlueCat Integrity, EfficientIP SOLIDserverFive alternatives
BlueCat Integrity, EfficientIP SOLIDserver, FusionLayer, Men&Mice, TCPWaveOne alternative
MicetroDeepSeek V4 FlashBlueCat Micetroagainst: InfobloxManageEngine OpUtilsChangedagainst: Infoblox NIOSInfobloxphpIPAMagainst: BlueCat Integrity, EfficientIP SOLIDserver, InfobloxBlueCat Integrityagainst: Infobloxagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox, NetBox, SolarWinds IP Address Manager, phpIPAM
Two alternatives
BlueCat Integrity, SolarWinds IP Address ManagerTwo alternatives
SolarWinds IP Address Manager, phpIPAMFive alternatives
BlueCat Integrity, Cisco, EfficientIP SOLIDserver, Micetro, SolarWinds IP Address ManagerFive alternatives
Gesti\u00f3IP, LightMesh, ManageEngine OpUtils, Microsoft IPAM, SpatiumDDIThree alternatives
DNSBOX, EfficientIP SOLIDserver, Men&MiceLlama 4 MaverickMen&Mice, SolarWinds IP Address Managerno first choiceChangedno first choiceno first choiceagainst: DealRoomno first choicenothing named
One alternative
Infoblox Universal DDIOne alternative
FitGapQwen 3.7 FlashInfoblox Universal DDI, SolarWinds IP Address ManagerNetBoxChangedagainst: InfobloxBlueCat Integrity, InfobloxSolarWinds IP Address Manager, phpIPAMagainst: BlueCat Integrity, Infobloxno first choiceagainst: Infobloxagainst: Infoblox, MSSQL SSIS, Matillion, Oracle GoldenGate, SolarWinds IP Address Manager, Talend Open Source
Two alternatives
BlueCat Integrity, MicetroThree alternatives
ManageEngine OpManager, Microsoft IPAM, SolarWinds IP Address ManagerFour alternatives
BIND, Cisco, ISC / PowerDNS, Oracle DynEight alternatives
Amazon Route 53, Cloudflare, Domotz, Google Cloud DNS, Microsoft Windows Server, Noclayer, TCPWave, Windows IPAMThree alternatives
BlueCat Integrity, Cisco, RaxiumKimi K2BlueCat Micetroagainst: Infoblox Universal DDIManageEngine OpUtilsChangedInfobloxSpatiumDDIagainst: EfficientIP SOLIDserver, InfobloxEfficientIP SOLIDserveragainst: BlueCat Integrity, Infobloxagainst: BIND, BloxOne, BlueCat Integrity, ISC DHCP, Infoblox, Microsoft DNS, SolarWinds IP Address Manager
Two alternatives
EfficientIP SOLIDserver, ManageEngine OpUtilsThree alternatives
NetBox, SolarWinds IP Address Manager, phpIPAMFive alternatives
BlueCat Integrity, EfficientIP SOLIDserver, Micetro, SolarWinds IP Address Manager, phpIPAMFour alternatives
BlueCat Micetro, SolarWinds IP Address Manager, TeemIP, phpIPAMThree alternatives
Men&Mice, Micetro, SolarWinds IP Address ManagerGLM 4.7 FlashXInfoblox Universal DDI ManagementManageEngine OpUtilsChangedInfobloxphpIPAMno first choiceagainst: BIND, Inform ERP, Microsoft DNS, VitalQIP
Two alternatives
BlueCat Integrity, SolarWinds IP Address ManagerThree alternatives
BlueCat Integrity, NetBox, SolarWinds IP Address ManagerFour alternatives
BlueCat Integrity, Cisco, EfficientIP SOLIDserver, ManageEngineTwo alternatives
SolarWinds DDM, SpatiumDDIMiniMax M2.5BlueCat Integrity, SolarWinds IP Address Manageragainst: InfobloxManageEngine OpUtils, SolarWinds IP Address ManagerChangedno first choiceMicetro DDIagainst: Infobloxno first choiceagainst: DrugBank, Medscape, iFacts
One alternative
Men&MiceOne alternative
BlueCat IntegrityOne alternative
SolarWinds IP Address ManagerGPT-6 LunaBlueCat Micetroagainst: BloxOne DDIBlueCat MicetroHeldInfoblox NIOSManageEngine DDI Centralno first choiceagainst: Infoblox Universal DDI, SolarWinds IP Address Manager, Windows Server IPAM
Two alternatives
Infoblox Universal DDI, Windows Server's built-in IPAMTwo alternatives
ManageEngine OpUtils, NetBoxFive alternatives
BlueCat Horizon, BlueCat Integrity, BlueCat Micetro, EfficientIP SOLIDserver, Microsoft native DNS/DHCP + Windows Server IPAMTwo alternatives
BIND for DNS, Kea for DHCPMuse Glimmer 30BBlueCat MicetroManageEngine OpUtilsChangedInfobloxGestiÓIP, phpIPAMLeaderLabagainst: DrugBank, Medscape
Three alternatives
EfficientIP SOLIDserver, Infoblox Universal DDI, TCPWave DDITwo alternatives
BlueCat Integrity, SolarWinds IP Address ManagerFour alternatives
BlueCat Networks – Integrity / Micetro, EfficientIP SOLIDserver, ManageEngine DDI Central, SolarWinds IP Address ManagerTwo alternatives
BlueCat Micetro, Spatium DDIOne alternative
CoLab StudioBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:23 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:54 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:34 | yes | 15 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:41 | yes | 15 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:52 | yes | 23 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:22 | yes | 16 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:50 | yes | 21 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:13 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:40 | yes | 9 | 41 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:30 | yes | 18 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:42 | yes | 23 | 25 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:58 | yes | 11 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:14 | yes | 3 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:43 | yes | 14 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:21 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:56 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:50 | yes | 18 | 31 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:55 | yes | 15 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:46 | yes | 19 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:03 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:06 | yes | 18 | 43 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:38 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:24 | no | 0 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:15 | yes | 15 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:40 | yes | 24 | 42 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:21 | yes | 9 | 29 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:27 | yes | 3 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:57 | yes | 13 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:40 | yes | 12 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:24 | yes | 5 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:34 | yes | 21 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:04 | yes | 12 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:55 | yes | 20 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:43 | yes | 17 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:20 | yes | 21 | 68 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:33 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:27 | no | 0 | 19 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:53 | yes | 22 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:31 | yes | 25 | 49 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:32 | yes | 17 | 62 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:42 | yes | 5 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:57 | yes | 21 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:06 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:33 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:16 | yes | 24 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:03 | yes | 12 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:15 | yes | 24 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:59 | yes | 8 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:17 | yes | 19 | 43 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:22 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:16 | yes | 10 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:26 | yes | 24 | 30 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:33 | yes | 15 | 247 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:45 | yes | 9 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:57 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:06 | yes | 21 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:51 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:24 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:16 | yes | 8 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:40 | yes | 16 | 3 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:29 | yes | 19 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:01 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:01 | yes | 20 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:44 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:47 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:47 | yes | 19 | 57 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:49 | yes | 12 | 44 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:15 | yes | 5 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:00 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:14 | yes | 22 | 32 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:09 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:47 | yes | 1 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:39 | yes | 16 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 01:52 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:56 | yes | 23 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:57 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:12 | yes | 22 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:37 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:35 | no | 0 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:42 | yes | 24 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:22 | yes | 23 | 61 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:50 | yes | 9 | 44 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:43 | yes | 4 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:34 | yes | 14 | 23 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
BlueCat read as BlueCat Integrity
BlueCat (Integrity & Address Manager) read as BlueCat Integrity
BlueCat (Integrity / Adaptive DNS) read as BlueCat Integrity
BlueCat (Micetro) read as BlueCat Integrity
BlueCat Address Manager read as BlueCat Integrity
BlueCat Networks read as BlueCat Integrity
BlueCat Networks (Integrity / Micetro) read as BlueCat Integrity
Bluecat Networks read as BlueCat Integrity
EfficientIP read as EfficientIP SOLIDserver
EfficientIP (A10 Networks) read as EfficientIP SOLIDserver
EfficientIP (SOLIDserver) read as EfficientIP SOLIDserver
EfficientIP SOLIDserver DDI read as EfficientIP SOLIDserver
EfficientIP – SOLIDserver DDI read as EfficientIP SOLIDserver
Infoblox BloxOne read as Infoblox Universal DDI
Infoblox BloxOne DDI read as Infoblox Universal DDI
Infoblox NIOS DDI read as Infoblox NIOS
SolarWinds read as SolarWinds IP Address Manager
SolarWinds IPAM read as SolarWinds IP Address Manager
Unresolved, counted raw
Akamai DDI
Alcatel-Lucent OmniVista
ApplianSys DNSBOX
BIND for DNS
BlueCat Horizon
BlueCat Networks – Integrity / Micetro
Cisco Systems Inc.
CoLab Studio
DDI Central
DDI Crypto
DealRoom
Efficient IP
EfficientIP IPAM
Facts & Comparisons (iFacts)
ISC / PowerDNS
Infoblox Universal DDI Management
Inform ERP (DDI Module)
Kea
Kea for DHCP
LeaderLab
Lexi-Interact
MSSQL SSIS
MediQ
Microsoft native DNS/DHCP + Windows Server IPAM
Native Microsoft IPAM
PEPID
Pharmavista
Raxium
RxList
SolarWinds DDM
Spatium DDI
Talend Open Source
Ubiquiti Edgerouter
WebMD
Windows IPAM
Windows Server's built-in IPAM
dnsmasq/Kea
iFacts
Discontinued, still offered
No shut-down product was recommended here.